
> library(ggplot2)

> library(dplyr)

> library(foreign)

> library(ggplot2)

> library(quanteda)

> library(reshape2)

> library(stm)

> library(tidytext)

> source("1-generate_data.R", echo=TRUE, max.deparse.length=1e3)

> rm(list = ls(all = TRUE))

> #library(quanteda)
> 
> # DATA AND PATHS
> # --------------
> inFile <- "./original_data/budget_debates_1999-2013_cleaned.tab"

> outFile <- "./generated_data/1-corpus_and_wfm.RData"

> # taoiseachs
> pmDataFile <- "./original_data/taoiseachs_1999-2013.csv"

> # finance ministers 
> fmDataFile <- "./original_data/finance_ministers_1983-2013.csv"

> # opposition spokesperson
> osDataFile <- "./original_data/opposition_spokesperson_1983-2013.csv"

> # FUNCTIONS
> # ---------
> # clean-up member name 
> clean.name <- function(x) {
+     mname <- as.character(x)
+     mname <- sub("RIP","",mname, ignore.case=T)
+     mname <- gsub("\\(.+?\\)","",mname)
+     mname <- sub("Ó ","Ó",mname, ignore.case=T)
+     mname <- sub("Mr. ","",mname, ignore.case=T)    
+     mname <- sub("Ms. ","",mname, ignore.case=T)    
+     mname <- sub(" "," ",mname, ignore.case=T)    
+     return(mname)
+ }

> # retrieve last name
> get.lname <- function(x) {
+     mname <- clean.name(x)
+     lnames <- sapply(strsplit(mname, " "),function(y) y[length(y)])
+     return(lnames)
+ }

> # retrieve first name
> get.fname <- function(x) {
+     mname <- clean.name(x)
+     lnames <- sapply(strsplit(mname, " "),function(y) y[1])
+     return(lnames)
+ }

> # READ DATA
> # ---------
> # main data with speeches
> speakers <- read.delim(inFile,stringsAsFactors=FALSE)

> # taoiseachs
> pmData <- read.csv(pmDataFile,header=TRUE)

> # finance ministers 
> fmData <- read.csv(fmDataFile,header=TRUE)

> # opposition spokesperson
> osData <- read.csv(osDataFile,header=TRUE)

> # ORGANIZE DATA
> # -------------
> # fix column names
> names(speakers)[names(speakers)=="member_name"] <- "member.name"

> names(speakers)[names(speakers)=="party_name"] <- "party.name"

> names(speakers)[names(speakers)=="const_name"] <- "const.name"

> names(speakers)[names(speakers)=="position_numeric"] <- "position.numeric"     

> names(speakers)[names(speakers)=="year"] <- "debate.year"

> # replace NULL with NA
> speakers$position[speakers$position=="NULL"] <- NA

> speakers$department[speakers$department=="NULL"] <- NA

> # remove duplicate speeches
> speakers <- speakers[!duplicated(speakers$speechID),]

> # fix party names
> speakers$party.name[speakers$party.name=="The Labour Party"] <- "Labour"

> speakers$party.name[speakers$party.name=="Green Party"] <- "Green"

> speakers$party.name[speakers$party.name=="Socialist Party"] <- "Socialist"

> speakers$party.name[speakers$party.name=="The Workers' Party"] <- "Workers' Party"

> speakers$party.name[speakers$party.name=="Sinn Féin the Workers' Party"] <- "Workers' Party"

> # party name corrections
> speakers$party.name[speakers$party.name=="Workers' Party" & speakers$debate.year>=1993] <- "Democratic Left"

> speakers$party.name[speakers$party.name=="Democratic Left" & speakers$debate.year>=1999] <- "Labour"

> speakers$party.name[speakers$party.name=="Progressive Democrats" & speakers$debate.year>=2010] <- "Fianna Fáil"

> # party affiliations corrections
> speakers$party.name[speakers$member.name=="Ms. Mary Harney" & speakers$debate.year<=2009] <- "Fianna Fáil"

> # VARIABLE CODING
> # ---------------
> # retrieve first and last names
> # -----------------------------
> speakers$last.name <- get.lname(as.character(speakers$member.name))

> speakers$first.name <- get.fname(as.character(speakers$member.name))

> speakers$first.name.abbr <- paste(substr(speakers$first.name,1,1),".",sep="")

> # party abbreviations
> # -------------------
> speakers$party.abbrv <- NA

> speakers$party.abbrv[speakers$party.name=="Democratic Left"] <- "DL"

> speakers$party.abbrv[speakers$party.name=="Fianna Fáil"] <- "FF"

> speakers$party.abbrv[speakers$party.name=="Fine Gael"] <- "FG"

> speakers$party.abbrv[speakers$party.name=="Green"] <- "GRE"

> speakers$party.abbrv[speakers$party.name=="Independent"] <- "Ind"

> speakers$party.abbrv[speakers$party.name=="Labour"] <- "LAB"

> speakers$party.abbrv[speakers$party.name=="People Before Profit Alliance"] <- "PBPA"

> speakers$party.abbrv[speakers$party.name=="Progressive Democrats"] <- "PD"

> speakers$party.abbrv[speakers$party.name=="Sinn Féin"] <- "SF"

> speakers$party.abbrv[speakers$party.name=="Socialist"] <- "SOC"

> # code party in office
> # --------------------
> speakers$govt <- 0

> # 1998 - 2006: Fianna Fail + Progressive Democrats
> speakers$govt[speakers$debate.year>=1998 & speakers$debate.year<=2006 & (speakers$party.name=="Fianna Fáil" | speakers$party.name=="Progressive Democrats")] <- 1

> # 2007 - 2010: Fianna Fail + Green + Progressive Democrats
> speakers$govt[speakers$debate.year>=2007 & speakers$debate.year<=2010 & (speakers$party.name=="Fianna Fáil" | speakers$party.name=="Progressive Democrats" | speakers$party.name=="Green")] <- 1

> # 2011 - 2013: Fine Gael + Labour
> speakers$govt[speakers$debate.year>=2011 & speakers$debate.year<=2013 & (speakers$party.name=="Fine Gael" | speakers$party.name=="Labour")] <- 1

> # code PM, FM, and OS
> # -------------------
> # PM
> tmp <- pmData[!(names(pmData)=="name")]

> tmp$year <- tmp$year-1

> tmp$pm <- 1

> speakers <- merge(speakers,tmp,by.x=c("debate.year","memberID"),by.y=c("year","memberID"),all.x=TRUE)

> speakers$pm[is.na(speakers$pm)] <- 0

> # FM
> tmp <- fmData[!(names(fmData)=="name")]

> tmp$year <- tmp$year-1

> tmp$fm <- 1

> speakers <- merge(speakers,tmp,by.x=c("debate.year","memberID"),by.y=c("year","memberID"),all.x=TRUE)

> speakers$fm[is.na(speakers$fm)] <- 0

> # OS
> tmp <- osData[!(names(osData)=="name")]

> tmp$year <- tmp$year-1

> tmp$os <- 1

> speakers <- merge(speakers,tmp,by.x=c("debate.year","memberID"),by.y=c("year","memberID"),all.x=TRUE)

> speakers$os[is.na(speakers$os)] <- 0

> # data corrections
> # ----------------
> speakers$party.abbrv[speakers$member.name=="Ms. Mary Harney" & speakers$debate.year<2009] <- "PD"

> speakers$party.abbrv[speakers$member.name=="Mr. Martin Cullen (Resigned)"] <- "FF"

> # for budget years 2012 and 2013, combine Finance Minister Department with Reform Department because both oversaw budget decisons
> fmID <- unique(speakers$memberID[speakers$budget_year==2012 & speakers$fm==1]) # note: same FM in 2012 and 2013

> speakers$memberID[which(speakers$department=="Public Expenditure and Reform" & speakers$budget_year %in% c(2012, 2013))] <- fmID

> # only keep cabinet members
> speakers <- speakers[!is.na(speakers$position),]

> # GENERATE CORPUS AND WFM
> # -----------------------
> # create lists that will hold the corpus and wfm object for each budget year
> corpus.list <- list()

> wfm.list <- list()

> for (i in sort(unique(speakers$debate.year))) {
+     # print current year
+     cat(paste("Budget debate",i,"\n"))
+ 
+     # generate corpus   
+     corpus.list[[as.character(i)]] <- corpus(
+         speakers[speakers$debate.year==i,]$speech,
+         docvars=speakers[speakers$debate.year==i,][names(speakers[speakers$debate.year==i,])=="memberID"])
+ 
+     # generate WFM
+     toks <- tokens(corpus.list[[as.character(i)]], what = "word",
+                    remove_numbers = TRUE, 
+                    remove_punct = TRUE,
+                    remove_symbols = TRUE,
+                    remove_twitter = TRUE,
+                    remove_hyphens = TRUE,
+                    remove_url = TRUE,
+                    verbose = TRUE)
+     
+     wfm.list[[as.character(i)]] <- dfm(toks,
+                          groups = c("memberID"),
+                          tolower = TRUE,
+                          remove=stopwords("english"),
+                          stem=TRUE, 
+           .... [TRUNCATED] 
Budget debate 1998 
Budget debate 1999 
Budget debate 2000 
Budget debate 2001 
Budget debate 2002 
Budget debate 2003 
Budget debate 2004 
Budget debate 2005 
Budget debate 2006 
Budget debate 2007 
Budget debate 2008 
Budget debate 2009 
Budget debate 2010 
Budget debate 2011 
Budget debate 2012 

> # GENERATE DATA WITH SPEAKER ATTRIBUTES
> # -------------------------------------
> # generate data file with unique debate-speaker observations
> data <- speakers[,!(names(speakers)=="speech")]

> data <- data[order(data$debate.year, -data$fm),] # order to make sure that FM is not removed when speeches were combined in budget years 2012 and 2013

> data <- data[!duplicated(paste(data$debate.year,data$memberID)),]

> # generate year-memberID identifier that matches rownames of WFM
> data$yearMemberID <- paste(as.character(data$debate.year),as.character(data$memberID),sep=".")

> # remove speakers from data frame that appear not in WFM
> #data <- data[(data$yearMemberID %in%rownames(wfm)),]
> 
> # no PM speech in 2000. replace with Tánaiste
> data$pm[which(data$debate.year==2000 & data$position=="Tánaiste")] <- 1

> # save image
> save(corpus.list,wfm.list,data,speakers,file=outFile)

> source("2-estimate_policy_positions.R", echo=TRUE, max.deparse.length=1e3)

> rm(list = ls(all = TRUE))

> #library(quanteda)
> 
> # DATA AND PATHS
> # --------------
> inFile <- "./generated_data/1-corpus_and_wfm.RData"

> outFile <- "./generated_data/2-estimated_positions.RData"

> load(inFile)

> # temp data frame that will hold the results
> tmp <- data.frame()

> for (i in sort(unique(data$debate.year))) {
+ 
+     # code reference docs: PM (ref1), FM (ref2)
+     # (use Tanaiste in 2000 because Taoiseach (Bertie Ahern) didn't speak)      
+     ref1 <- which(rownames(wfm.list[[as.character(i)]]) %in% data$memberID[data$pm==1 & data$debate.year==i])
+ 
+     ref2 <- which(rownames(wfm.list[[as.character(i)]]) %in% data$memberID[data$fm==1 & data$debate.year==i])    
+     
+     refscores <- rep(NA,nrow(wfm.list[[as.character(i)]]))
+     refscores[ref1] <- 1
+     refscores[ref2] <- -1
+     
+     ws <- textmodel_wordscores(wfm.list[[as.character(i)]], refscores, smooth=1)
+ 
+     ws.cab <- predict(ws)
+     ws.cab.rescaled <- predict(ws, rescaling="mv")
+    
+     tmp <- rbind(tmp,data.frame(debate.year=i,memberID=rownames(wfm.list[[as.character(i)]]),ws.cab,ws.cab.rescaled,refscores))
+     
+ }

> # merge with data object
> data <- merge(data,tmp,by=c("debate.year","memberID"),all.x=TRUE)

> # save image
> save(data,wfm.list,file=outFile)

> source("3-add_budget_data.R", echo=TRUE, max.deparse.length=1e3)

> rm(list = ls(all = TRUE))

> #library(foreign)
> 
> # DATA AND PATHS
> # --------------
> # estimated policy positions
> inFile <- "./generated_data/2-estimated_positions.RData"

> # budget data 
> budgetFile <- "./original_data/budget_shares_with_ministers.csv"

> # out files
> outFile <- "./generated_data/3-budget_data_with_estimated_positions.RData"

> outStata <- "./generated_data/3-budget_data_with_estimated_positions.dta"

> # READ AND ORGANIZE DATA
> # ----------------------
> # load estimated positions
> load(inFile)

> # code backbenchers
> data$position[is.na(data$position)] <- "Backbenchers"

> # read budget data
> budget <- read.csv(budgetFile,stringsAsFactors=FALSE)

> budget$debate.year <- as.numeric(format(as.Date(budget$debate.date), "%Y"))

> # data checks on budget data file
> # Does each member have a unique party affiliation?
> # Yes, everybody besides Mary Harney who switched from PD to FF
> n1 <- budget[!duplicated(budget$memberID),]

> n2 <- budget[!duplicated(paste(budget$memberID,budget$party.abbrv.ministers)),]

> nrow(n2)-nrow(n1)
[1] 1

> table(paste(n2$fname,n2$lname))[table(paste(n2$fname,n2$lname))>1]
Mary Harney 
          2 

> # merge estimated positions to budget data
> data <- merge(budget,data,by=c("memberID","debate.year"),all.x=TRUE)

> # data check: compare names from budget file with names from speaker file
> d <- data[!duplicated(data$memberID),]

> d <- d[!is.na(d$last.name),]

> d[,c("first.name","last.name","fname","lname")]
    first.name  last.name   fname      lname
1       Bertie      Ahern  Bertie      Ahern
11      Dermot      Ahern  Dermot      Ahern
24     Michael      Ahern Michael      Ahern
59     Richard     Bruton Richard     Bruton
63        Hugh      Byrne    Hugh      Byrne
67        Ivor    Callely    Ivor    Callely
71         Pat      Carey     Pat      Carey
78         Joe   Costello     Joe   Costello
89       Simon    Coveney   Simon    Coveney
91       Brian      Cowen   Brian      Cowen
104     Martin     Cullen  Martin     Cullen
129      Jimmy   Deenihan   Jimmy   Deenihan
131       Noel    Dempsey    Noel    Dempsey
157    Frances Fitzgerald Frances Fitzgerald
159      Chris      Flood   Chris      Flood
169       John    Gormley    John    Gormley
173       Mary    Hanafin    Mary    Hanafin
186       Mary     Harney    Mary     Harney
220       Enda      Kenny    Enda      Kenny
232        Tom       Kitt     Tom       Kitt
246      Brian    Lenihan   Brian    Lenihan
265      Conor    Lenihan   Conor    Lenihan
281    Micheál     Martin Micheál     Martin
294    Charlie   McCreevy Charlie   McCreevy
300        Dr.     McDaid     Jim     McDaid
306    Michael   McDowell Michael   McDowell
311      Dinny   McGinley   Dinny   McGinley
313       John McGuinness    John McGuinness
315        Dr.    Moffatt     Tom    Moffatt
319     Robert     Molloy   Bobby     Molloy
327       John    Moloney    John    Moloney
339    Michael     Noonan Michael     Noonan
341      Éamon      ÓCuív   Éamon     Ó Cuív
355     Willie      O'Dea  Willie      O'Dea
371       John O'Donoghue    John O'Donoghue
380       Batt   O'Keeffe    Batt   O'Keeffe
387     Edward   O'Keeffe     Ned   O'Keeffe
390       Mary   O'Rourke    Mary   O'Rourke
394       John      Perry    John      Perry
401     Ruairí      Quinn  Ruairi      Quinn
403        Pat   Rabbitte     Pat   Rabbitte
405    Michael       Ring Michael       Ring
425       Eoin       Ryan    Eoin       Ryan
427     Trevor    Sargent  Trevor     Sarget
430       Alan    Shatter    Alan    Shatter
442    Michael      Smith Michael      Smith
448       Noel     Treacy    Noel     Treacy
464        Dan    Wallace     Dan    Wallace
475        Joe      Walsh     Joe      Walsh
499        Jan O'Sullivan     Jan O'Sullivan
501       John     Curran    John     Curran
507      Jimmy     Devins   Jimmy     Devins
512    Michael   Finneran Micahel   Finneran
520       Paul      Kehoe    Paul      Kehoe
524      Barry    Andrews   Barry    Andrews
538        Tom     Parlon     Tom     Parlon
543      Peter      Power   Peter      Power
545        Dr.   Mansergh  Martin   Mansergh
549      Eamon       Ryan   Eamon       Ryan
555       Mary      White    Mary      White
558       Sean   Sherlock   Seán    Sherlock
562        Dr.     Reilly   James     Reilly
568        Dr.   Varadkar     Leo   Varadkar
574       Alan      Kelly    Alan      Kelly
577     Ciaran     Cannon  Ciarán     Cannon

> # all good! Note that in budget years 2012 and 2013, we combined Finance Department with Reform and Public Expenditure department
> 
> # data check: compare party affiliations from budget file with affiliations from speaker file
> # - correct Bobby Molloy's (memberID==768) affiliation. he was member of PD
> data$party.abbrv[data$memberID==768] <- "PD"

> d <- data[!duplicated(data$memberID),]

> d <- d[!is.na(d$party.abbrv),]

> identical(d$party.abbrv,d$party.abbrv.ministers)
[1] TRUE

> # all good!
> 
> # combine variables where missings were introduced
> data$party.abbrv[is.na(data$party.abbrv)] <- data$party.abbrv.ministers[is.na(data$party.abbrv)]

> data$last.name[is.na(data$last.name)] <- data$lname[is.na(data$last.name)]

> data$first.name[is.na(data$first.name)] <- data$fname[is.na(data$first.name)]

> data$position[is.na(data$position)] <- data$position.ministers[is.na(data$position)]

> # data should now only include govt members. check 5 cases which are
> # coded as backbenchers
> 
> # Shane McEntee (2011/12):  Minister of State for Food, Horticulture and Food Safety from 2011 to 2012
> d <- data[data$position=="Backbenchers",]

> data$position[data$memberID==2137 & (data$debate.year==2011 | data$debate.year==2012)] <- "Minister of State"

> # Dick Roche (2001): was backbencher and hence removed from the data set
> data <- data[!(data$memberID==1003 & data$debate.year==2001),]

> # Róisín Shortall (2011): Minister of State for Primary Care from 2011 to 2012
> data$position[data$memberID==1041 & data$debate.year==2011] <- "Minister of State"

> nrow(data[data$position=="Backbenchers",])
[1] 0

> # all good!
> 
> # add budget year
> names(data)[names(data)=="budget_year"] <- "budget.year"

> data$budget.year <- data$debate.year + 1

> # save data
> save(data,file=outFile)

> data[data==""] <- NA

> write.dta(data,outStata)

> source("4-plot_policy_positions.R", echo=TRUE, max.deparse.length=1e3)

> rm(list = ls(all = TRUE))

> #library(ggplot2)
> 
> # DATA AND PATHS
> # --------------
> load("./generated_data/3-budget_data_with_estimated_positions.RData")

> # CASE SELECTION
> # --------------
> # only keep ministers who participated in the budget debate (i.e.,
> # drop those for which estimated policy positions are not available)
> data <- data[!is.na(data$ws.cab.rescaled),]

> # only keep unique observations (i.e., only keep one observation for
> # junior ministers who are assigned to multiple portfolios)
> data <- data[!duplicated(paste(data$memberID,data$debate.year)),]

> # PLOT RESCALED WORDSCORES: PM vs FM
> # ----------------------------------
> d1 <- subset(data,data$pm==1 | data$fm==1)

> d1$portfolio[d1$portfolio=="Enterprise"] <- "Taoiseach"

> d1$portfolio <- as.factor(d1$portfolio)

> levels(d1$portfolio) <- c("Finance Minister","Prime Minister")

> d2 <- subset(data,!(data$pm==1 | data$fm==1))

> mean <- data.frame(ws.cab.rescaled.mean=tapply(d2$ws.cab.rescaled,d2$budget.year,mean))

> mean$budget.year <- rownames(mean)

> mean$portfolio <- NA # needed so that this can be combined with below plot

> median <- data.frame(ws.cab.rescaled.median=tapply(d2$ws.cab.rescaled,d2$budget.year,median))

> median$budget.year <- rownames(median)

> median$portfolio <- NA # needed so that this can be combined with below plot

> # plot PM and FM scores as lines and points
> p <- ggplot(d1, aes(x=as.factor(budget.year), y=ws.cab.rescaled, group=portfolio)) +
+     theme_bw() +
+     geom_line(aes(color=portfolio), size=1.5) +
+     geom_point(aes(shape=portfolio), fill="black", size=3) +
+     scale_shape_manual(values=c(15,17)) +
+     xlab("Budget year") +
+     ylab("Position") +
+     theme(text = element_text(size=14)) +     
+     theme(legend.position = "bottom") +
+     guides(
+         shape = guide_legend(title = "Reference text:"),
+         color = guide_legend(title = "Reference text:")) +
+     labs(title="Estimated intra-cabinet positions over time")

> # add all other cabinet member scores as points
> p <- p + geom_point(data=d2, aes(x=as.factor(budget.year), y=ws.cab.rescaled), size=3)

> # add mean and median score of all other cabinet members
> ## p <- p + geom_line(data=mean, aes(x=as.factor(budget.year),y=ws.cab.rescaled.mean), linetype="dashed", size=1)
> 
> p <- p + geom_line(data=median, aes(x=as.factor(budget.year),y=ws.cab.rescaled.median), linetype="dotted", size=1)

> pdf(file="./plots/figure1-wordscores_cabinet_rescaled.pdf", height=6, width=9)

> print(p)

> dev.off()
null device 
          1 

> # PLOT ORIGINAL WORDSCORES: PM vs FM
> # ----------------------------------
> d1 <- subset(data,data$pm==1 | data$fm==1)

> d1$portfolio[d1$portfolio=="Enterprise"] <- "Taoiseach"

> d1$portfolio <- as.factor(d1$portfolio)

> levels(d1$portfolio) <- c("Finance Minister","Prime Minister")

> d2 <- subset(data,!(data$pm==1 | data$fm==1))

> mean <- data.frame(ws.cab.mean=tapply(d2$ws.cab,d2$budget.year,mean))

> mean$budget.year <- rownames(mean)

> mean$portfolio <- NA # needed so that this can be combined with below plot

> median <- data.frame(ws.cab.median=tapply(d2$ws.cab,d2$budget.year,median))

> median$budget.year <- rownames(median)

> median$portfolio <- NA # needed so that this can be combined with below plot

> # plot PM and FM scores as lines and points
> p <- ggplot(d1, aes(x=as.factor(budget.year), y=ws.cab, group=portfolio)) +
+     theme_bw() +
+     geom_line(aes(color=portfolio), size=1.5) +
+     geom_point(aes(shape=portfolio), fill="black", size=3) +
+     scale_shape_manual(values=c(15,17)) +
+     xlab("Budget year") +
+     ylab("Position") +
+     theme(text = element_text(size=14)) +     
+     theme(legend.position = "bottom") +
+     guides(
+         shape = guide_legend(title = "Reference text:"),
+         color = guide_legend(title = "Reference text:")) +
+     labs(title="Estimated intra-cabinet positions over time")

> # add all other cabinet member scores as points
> p <- p + geom_point(data=d2, aes(x=as.factor(budget.year), y=ws.cab), size=3)

> # add mean and median score of all other cabinet members
> ## p <- p + geom_line(data=mean, aes(x=as.factor(budget.year),y=ws.cab.mean), linetype="dashed", size=1)
> 
> p <- p + geom_line(data=median, aes(x=as.factor(budget.year),y=ws.cab.median), linetype="dotted", size=1)

> pdf(file="./plots/appendix_figure1.1-wordscores_cabinet.pdf", height=6, width=9)

> print(p)

> dev.off()
null device 
          1 

> # PLOT ESTIMATED POSITIONS BY PORTFOLIO: WORSCORES
> # ------------------------------------------------
> d <- data

> # order by average value
> order <- order(tapply(d$ws.cab.rescaled,d$portfolio,mean))

> d$portfolio <- as.factor(d$portfolio)

> d$portfolio <- factor(d$portfolio,levels(d$portfolio)[order])

> levels(d$portfolio)[levels(d$portfolio)=="Taoiseach"] <- "Prime minister"

> # recode pm portfolio in 2001
> d$portfolio[d$pm==1 & d$budget.year==2001] <- "Prime minister"

> # drop PM and FM junior ministers because they will also be removed in the regression model
> d <- d[!(d$portfolio=="Prime minister" & d$pm==0),]

> d <- d[!(d$portfolio=="Finance" & d$fm==0),]

> # different plot symbols for ministers and junior ministers
> d$junior <- rep(0,nrow(d))

> d$junior[d$position=="Minister of State"] <- 1

> d$junior <- as.factor(d$junior)

> levels(d$junior) <- c("Minister","Junior minister")

> p <- ggplot(d, aes(x=ws.cab.rescaled, y=portfolio, shape=junior)) +
+     theme_bw() +
+     geom_point(aes(shape=junior),size=3) +
+     facet_wrap(~ budget.year, ncol=4) +
+     xlab("Position on intra-cabinet dimension") +
+     ylab("") +
+     labs(title="Estimated intra-cabinet positions by year and portfolio") + 
+     theme(text = element_text(size=16)) +
+     theme(axis.title.x = element_text(vjust=-1)) +
+     theme(legend.position = "bottom") +
+     guides(
+         shape = guide_legend(title = "Cabinet status:"))

> pdf(file="./plots/appendix_figure1.2-positions_by_portfolio_wordscores.pdf", height=16, width=14)

> print(p)

> dev.off()
null device 
          1 

> # Average distance between speakers from the same dept
> # drop ref docs
> d <- d[!(d$portfolio=="Prime minister"),]

> d <- d[!(d$portfolio=="Finance"),]

> aggMax <- aggregate(d$ws.cab.rescaled,by=list(d$budget.year,d$portfolio), max)

> names(aggMax) <- c("year","portfolio","max")

> aggMin <- aggregate(d$ws.cab.rescaled,by=list(d$budget.year,d$portfolio), min)

> names(aggMin) <- c("year","portfolio","min")

> aggObs <- aggregate(rep(1,nrow(d)),by=list(d$budget.year,d$portfolio), sum)

> names(aggObs) <- c("year","portfolio","obs")

> a <- merge(aggMax,aggMin)

> a <- merge(a,aggObs)

> table(a$obs)

 1  2  3 
82 21  7 

> # -> in 31 out of 141 cases more than one speaker from the same dept
> 
> a$dist <- a$max - a$min

> round(mean(a$dist[a$obs>1]),2)
[1] 0.33

> round(sd(a$dist[a$obs>1]),2)
[1] 0.3

> # Average distance between speakers from different dept across all years
> aggMax <- aggregate(d$ws.cab.rescaled,by=list(d$budget.year), max)

> names(aggMax) <- c("year","max")

> aggMin <- aggregate(d$ws.cab.rescaled,by=list(d$budget.year), min)

> names(aggMin) <- c("year","min")

> a <- merge(aggMax,aggMin)

> a$dist <- a$max - a$min

> round(mean(a$dist),2)
[1] 0.95

> round(sd(a$dist),2)
[1] 0.29

> source("5-plot_budget_items_by_portfolio.R", echo=TRUE, max.deparse.length=1e3)

> rm(list = ls(all = TRUE))

> #library(ggplot2)
> #library(reshape2)
> 
> # DATA AND PATHS
> # --------------
> budgetFile <- "./original_data/budget_shares_with_ministers.csv"

> # read budget data
> data <- read.csv(budgetFile,stringsAsFactors=FALSE)

> data$debate.year <- as.numeric(format(as.Date(data$debate.date), "%Y"))

> # drop reference documents
> data <- subset(data, !(data$portfolio %in% c("Taoiseach","Finance")))

> # only keep one observation for each portfolio
> data <- data[!duplicated(paste(data$year,data$portfolio)),]

> # remove reform department, which was part of finance
> data <- data[!data$portfolio=="Reform",]

> # PLOT: CHANGES IN SHARES BY PORTFOLIO
> # ------------------------------------
> # only keep relevant columns
> d <- data[,c("year","portfolio","change.current.share","change.capital.share")]

> # drop 1999 because change not available
> d <- d[d$year!=1999,]

> # from long to wide
> d <- melt(d, id=c("portfolio","year"))

> # rename factor variable
> levels(d$variable) <- c("Change current share","Change capital share")

> p <- ggplot(d, aes(x=year, y=value)) +
+     geom_line(aes(color=variable, lty=variable), cex=1.5) +
+     theme_bw() +
+     facet_wrap(~ portfolio, scales="free_y") + 
+     xlab("Budget year") +
+     ylab("Annual change in share of total budget (percentage points)") +
+     labs(title="Change in budget shares by portfolio") +
+     theme(legend.position = "bottom") +
+     theme(text = element_text(size=14)) + 
+     guides(
+         color = guide_legend(title = "Legend:"),
+         lty = guide_legend(title = "Legend:"))

> pdf(file="./plots/figure2-change_budget_shares_by_portfolio.pdf", height=8, width=12)

> print(p)

> dev.off()
null device 
          1 

> # PLOT: SHARES BY PORTFOLIO
> # -------------------------
> # only keep relevant columns
> d <- data[,c("year","portfolio","current.share","capital.share")]

> # from long to wide
> d <- melt(d, id=c("portfolio","year"))

> # rename factor variable
> levels(d$variable) <- c("Current share","Capital share")

> p <- ggplot(d, aes(x=year, y=value)) +
+     geom_line(aes(color=variable, lty=variable), cex=1.5) +
+     theme_bw() +
+     facet_wrap(~ portfolio, scales="free_y") + 
+     xlab("Budget year") +
+     ylab("Share of total budget (%)") +
+     labs(title="Budget shares by portfolio") +
+     theme(legend.position = "bottom")  +
+     theme(text = element_text(size=14)) + 
+     guides(
+         color = guide_legend(title = "Legend:"),
+         lty = guide_legend(title = "Legend:"))

> pdf(file="./plots/appendix_figure1.3-budget_shares_by_portfolio.pdf", height=8, width=12)

> print(p)

> dev.off()
null device 
          1 

> source("6-generate_descriptive_stats.R", echo=TRUE, max.deparse.length=1e3)

> rm(list = ls(all = TRUE))

> #library(quanteda)
> #library(ggplot2)
> 
> # DATA AND PATHS
> # --------------
> load("./generated_data/1-corpus_and_wfm.RData")

> load("./generated_data/3-budget_data_with_estimated_positions.RData")

> # only keep ministers who participated in the budget debate (i.e.,
> # drop those for which estimated policy positions are not available)
> data <- data[!is.na(data$ws.cab.rescaled),]

> # remove speakers from the Taoiseach and Finance departments that are not PM or FM
> data <- data[!((data$portfolio=="Taoiseach" | data$portfolio=="Finance") & data$pm==0 & data$fm==0),]

> # data frame to hold results
> N <- length(unique(data$year))

> dstats <- data.frame(
+     year=sort(unique(data$year)),
+     n.obs=rep(NA,N),
+     n.portfolios=rep(NA,N),
+     doc.length=rep(NA,N))

> # NUMBER OF PORTFOLIOS PER YEAR
> # -------------------------------
> t2 <- with(data, table(year, portfolio))

> t2[t2>0] <- 1

> print(rowSums(t2))
1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 
  12   11    5    7    8   11    8   10   10   11   14    4   11   13    9 

> print(round(mean(rowSums(t2))),0)
[1]10

> dstats$n.portfolios <- rowSums(t2)

> # NUMBER OF OBSERVATIONS PER YEAR
> # -------------------------------
> # Note: number of obs in regression models is
> d <- data[!(data$portfolio=="Taoiseach" | data$portfolio=="Finance"),]

> d <- d[d$debate.year>1998,]

> nrow(d)
[1] 151

> # Number of unique speakers
> t1 <- table(data$year[!duplicated(data$yearMemberID)])

> print(t1)

1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 
  19   13    7    9    8   12    9   11   11   14   24    4   11   16    9 

> print(sum(t1))
[1] 177

> print(round(mean(t1),0))
[1] 12

> dstats$n.obs <- t1

> # CALCULATE DOC LENGTH FOR SPEAKERS
> # ---------------------------------
> years <- sort(unique(data$debate.year))

> d <- data.frame(year=years, length=NA)

> for (i in years) {
+     avg.length <- mean(rowSums(wfm.list[[as.character(i)]][(rownames(wfm.list[[as.character(i)]]) %in% data$memberID[data$debate.year==i]),]))
+     d$length[d$year==i] <- avg.length
+     
+ }

> print(round(d, 0))
   year length
1  1998   1387
2  1999   1295
3  2000   1714
4  2001   1203
5  2002   1267
6  2003   1148
7  2004   1267
8  2005   1309
9  2006   1251
10 2007   1120
11 2008   1218
12 2009   2088
13 2010   1263
14 2011   1289
15 2012   1114

> print(round(mean(d$length)),0)
[1] 1329

> dstats$doc.length <- round(d$length,0)

> ## # save df as csv file
> ## write.csv(dstats,
> ##           file="./tables/appendix_table1.1-data_overview.csv",
> ##           row.names = FALSE)
> 
> # PRINT TABLE 1.1 IN APPENDIX
> print(dstats)
   year n.obs n.portfolios doc.length
1  1999    19           12       1387
2  2000    13           11       1295
3  2001     7            5       1714
4  2002     9            7       1203
5  2003     8            8       1267
6  2004    12           11       1148
7  2005     9            8       1267
8  2006    11           10       1309
9  2007    11           10       1251
10 2008    14           11       1120
11 2009    24           14       1218
12 2010     4            4       2088
13 2011    11           11       1263
14 2012    16           13       1289
15 2013     9            9       1114

> # INTRA- AND INTER-DEPARTMENT SPEAKER DISTANCE
> # --------------------------------------------
> 
> # Average distance between speakers from the same dept
> # ----------------------------------------------------
> # drop ref docs
> d <- data[!(data$portfolio=="Taoiseach" | data$portfolio=="Finance"),]

> aggMax <- aggregate(d$ws.cab.rescaled,by=list(d$budget.year,d$portfolio), max)

> names(aggMax) <- c("year","portfolio","max")

> aggMin <- aggregate(d$ws.cab.rescaled,by=list(d$budget.year,d$portfolio), min)

> names(aggMin) <- c("year","portfolio","min")

> aggObs <- aggregate(rep(1,nrow(d)),by=list(d$budget.year,d$portfolio), sum)

> names(aggObs) <- c("year","portfolio","obs")

> a <- merge(aggMax,aggMin)

> a <- merge(a,aggObs)

> table(a$obs)

 1  2  3  4  5 
76 28  9  1  1 

> sum(a$obs>1)
[1] 39

> nrow(d)
[1] 168

> round(sum(a$obs>1)/nrow(d)*100,0)
[1] 23

> # In 39 cases were there more than one speaker from the same dept
> # With N=168 (excluding refernence documents), this corresponds to 23%
> 
> a$dist <- a$max - a$min

> round(mean(a$dist[a$obs>1]),2)
[1] 0.42

> round(sd(a$dist[a$obs>1]),2)
[1] 0.33

> # The average distance between speakers from the same department
> # across all years is 0.42 (sd=0.33)
> 
> # Average distance between speakers from different dept across all years
> aggMax <- aggregate(d$ws.cab.rescaled,by=list(d$budget.year), max)

> names(aggMax) <- c("year","max")

> aggMin <- aggregate(d$ws.cab.rescaled,by=list(d$budget.year), min)

> names(aggMin) <- c("year","min")

> a <- merge(aggMax,aggMin)

> a$dist <- a$max - a$min

> round(mean(a$dist),2)
[1] 1.01

> round(sd(a$dist),2)
[1] 0.31

> # The average distance between speakers from different departments in
> # each debate is 1.01 (sd=0.31)
> 
> 
> 
> # PLOT CHANGES IN CAPITAL AND CURRENT BUDGET SHARES
> # FOR OBSERVATIONS INCLUDED IN THE REGRESSION MODELS
> d <- data[!(data$portfolio=="Taoiseach" | data$portfolio=="Finance") & data$debate.year>1998, c("change.capital.share", "change.current.share")]

> d <- d[!is.na(d$change.capital.share),]

> p <- ggplot(d, aes(x=change.capital.share)) +
+     theme_bw() +
+     geom_histogram(bins=50)  +
+     scale_x_continuous(breaks=seq(-2.5, 1.5, 0.5)) +
+     labs(
+         title="Change in capital share",
+         x ="Annual change in percentage points",
+         y = "Count") +
+     theme(text = element_text(size=22))

> pdf("./plots/appendix_figure1.4-distribution_change_capital_share.pdf", width=10, height=6)

> print(p)

> dev.off()
null device 
          1 

> p <- ggplot(d, aes(x=change.current.share)) +
+     theme_bw() +
+     geom_histogram(bins=50)  +
+     scale_x_continuous(breaks=seq(-2, 6, 0.5)) +
+     labs(
+         title="Change in current share",
+         x ="Annual change in percentage points",
+         y = "Count") +
+     theme(text = element_text(size=22))

> pdf("./plots/appendix_figure1.4-distribution_change_current_share.pdf", width=10, height=6)

> print(p)

> dev.off()
null device 
          1 

> source("9-estimate_topic_models.R", echo=TRUE, max.deparse.length=1e3)

> rm(list = ls(all = TRUE))

> #library(quanteda)
> #library(dplyr)
> #library(stm)
> #library(ggplot2)
> #library(tidytext)
> 
> # DATA AND PATHS
> # --------------
> load("./generated_data/1-corpus_and_wfm.RData")

> # Creating corpus for all speeches
> debates <- corpus(speakers, text_field = "speech") 

> toks <- tokens(debates, what = "word",
+                remove_numbers = TRUE, 
+                remove_punct = TRUE,
+                remove_symbols = TRUE,
+                remove_twitter = TRUE,
+                remove_hyphens = TRUE,
+                remove_url = TRUE,
+                verbose = TRUE)

> debates.dfm <- dfm(toks, 
+                    groups = c("debate.year", "memberID"),
+                    tolower = TRUE,
+                    remove=stopwords("english"),
+                    stem=TRUE, 
+                    verbose = TRUE)

> # trim
> dfm.trim <- dfm_trim(debates.dfm, min_termfreq = 1, min_docfreq = 2)

> # remove documents with less/equal than k words because of interruptions
> # that are being combined into a document but are not real speeches
> k <- 50

> dfm.small <- dfm.trim[rowSums(dfm.trim) > k,]

> # Reducing DFM to the same cases as regression estimation file with unique portfolios (removing joint portfolio holding)
> est_data <- haven::read_dta("./generated_data/7-data_for_regression_models.dta")

> est_data <- est_data[!duplicated(est_data$yearMemberID), ]

> est_data <- as.data.frame(est_data[order(est_data$yearMemberID),])

> dfm_common <-  subset(dfm.small, dfm.small@Dimnames$docs %in% est_data$yearMemberID)

> dfm_common <- dfm_common[order(dfm_common@Dimnames$docs),]

> #Wordcloud figure
> pdf("./plots/appendix_figure5.5-wordcloud.pdf", width = 10, height = 7)

> set.seed(10)

> textplot_wordcloud(dfm_common, min_size = 0.5, max_size = 4, min_count = 3,
+   max_words = 200, color = "darkblue", random_order = FALSE)

> dev.off()
null device 
          1 

> # Creating a STM
> stm.dfm <- convert(dfm_common, to = "stm")

> stm.dfm$meta <- est_data

> # Topic models
> ## Search for optimal topic model
> search <- searchK(stm.dfm$documents, stm.dfm$vocab, 
+                   K = c(2:30), prevalence = ~ s(year) + ws_cab_rescaled,
+                   data = stm.dfm$meta)
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	..
	 Recovering initialization...
 	.........................................
Initialization complete.
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Model Converged 
Beginning Spectral Initialization 
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Topic 1: million, fund, year, govern, programm 
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 Topic 3: tax, govern, budget, year, peopl 
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Completing Iteration 10 (approx. per word bound = -6.806, relative change = 1.522e-04) 
Topic 1: million, fund, year, programm, govern 
 Topic 2: increas, year, peopl, social, budget 
 Topic 3: tax, govern, budget, year, peopl 
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Completing Iteration 11 (approx. per word bound = -6.805, relative change = 1.317e-04) 
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Completing Iteration 13 (approx. per word bound = -6.804, relative change = 6.802e-05) 
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Completing Iteration 15 (approx. per word bound = -6.803, relative change = 3.833e-05) 
Topic 1: million, fund, year, programm, provid 
 Topic 2: increas, year, peopl, social, care 
 Topic 3: tax, govern, budget, year, peopl 
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Completing Iteration 16 (approx. per word bound = -6.803, relative change = 2.838e-05) 
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Completing Iteration 20 (approx. per word bound = -6.803, relative change = 1.851e-05) 
Topic 1: million, fund, year, programm, provid 
 Topic 2: increas, year, peopl, social, care 
 Topic 3: tax, budget, govern, year, peopl 
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Completing Iteration 22 (approx. per word bound = -6.803, relative change = 1.161e-05) 
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Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	....
	 Recovering initialization...
 	.........................................
Initialization complete.
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Completing Iteration 5 (approx. per word bound = -6.777, relative change = 1.235e-03) 
Topic 1: million, fund, year, govern, tourism 
 Topic 2: increas, year, social, peopl, budget 
 Topic 3: tax, govern, budget, peopl, year 
 Topic 4: year, fund, servic, million, provid 
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Completing Iteration 6 (approx. per word bound = -6.771, relative change = 8.355e-04) 
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Completing Iteration 10 (approx. per word bound = -6.764, relative change = 1.548e-04) 
Topic 1: million, fund, year, tourism, sport 
 Topic 2: increas, year, social, peopl, benefit 
 Topic 3: tax, budget, govern, year, peopl 
 Topic 4: servic, year, fund, million, provid 
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Completing Iteration 11 (approx. per word bound = -6.763, relative change = 1.213e-04) 
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Completing Iteration 15 (approx. per word bound = -6.761, relative change = 3.040e-05) 
Topic 1: million, fund, year, tourism, sport 
 Topic 2: increas, year, social, peopl, benefit 
 Topic 3: tax, budget, govern, year, peopl 
 Topic 4: servic, year, fund, million, provid 
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Completing Iteration 16 (approx. per word bound = -6.761, relative change = 2.790e-05) 
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Completing Iteration 20 (approx. per word bound = -6.761, relative change = 2.186e-05) 
Topic 1: million, fund, year, tourism, sport 
 Topic 2: increas, year, social, peopl, benefit 
 Topic 3: tax, budget, govern, year, peopl 
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Completing Iteration 25 (approx. per word bound = -6.760, relative change = 1.350e-05) 
Topic 1: million, fund, year, tourism, sport 
 Topic 2: increas, year, social, peopl, benefit 
 Topic 3: tax, budget, govern, year, peopl 
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Completing Iteration 26 (approx. per word bound = -6.760, relative change = 1.446e-05) 
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Completing Iteration 27 (approx. per word bound = -6.760, relative change = 1.395e-05) 
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Completing Iteration 29 (approx. per word bound = -6.760, relative change = 1.634e-05) 
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Completing Iteration 30 (approx. per word bound = -6.760, relative change = 1.643e-05) 
Topic 1: million, fund, year, tourism, sport 
 Topic 2: increas, year, social, peopl, benefit 
 Topic 3: tax, budget, govern, year, peopl 
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Completing Iteration 31 (approx. per word bound = -6.760, relative change = 1.156e-05) 
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Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	.....
	 Recovering initialization...
 	.........................................
Initialization complete.
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Completed E-Step (0 seconds). 
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Completing Iteration 5 (approx. per word bound = -6.740, relative change = 1.002e-03) 
Topic 1: million, fund, year, tourism, servic 
 Topic 2: increas, year, social, peopl, payment 
 Topic 3: budget, year, govern, ireland, peopl 
 Topic 4: fund, year, servic, million, provid 
 Topic 5: tax, govern, year, budget, deputi 
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Completing Iteration 6 (approx. per word bound = -6.736, relative change = 5.269e-04) 
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Completing Iteration 10 (approx. per word bound = -6.730, relative change = 1.439e-04) 
Topic 1: million, fund, year, tourism, sport 
 Topic 2: increas, year, social, peopl, payment 
 Topic 3: ireland, budget, develop, year, govern 
 Topic 4: servic, fund, year, provid, million 
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Completing Iteration 11 (approx. per word bound = -6.729, relative change = 1.129e-04) 
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Completing Iteration 13 (approx. per word bound = -6.728, relative change = 8.285e-05) 
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Completing Iteration 15 (approx. per word bound = -6.727, relative change = 5.953e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, peopl, payment 
 Topic 3: ireland, develop, budget, year, govern 
 Topic 4: servic, fund, year, provid, million 
 Topic 5: tax, govern, year, budget, deputi 
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Completing Iteration 16 (approx. per word bound = -6.727, relative change = 4.981e-05) 
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Completing Iteration 17 (approx. per word bound = -6.727, relative change = 4.312e-05) 
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Completing Iteration 18 (approx. per word bound = -6.726, relative change = 3.987e-05) 
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Completing Iteration 19 (approx. per word bound = -6.726, relative change = 3.771e-05) 
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Completing Iteration 20 (approx. per word bound = -6.726, relative change = 3.526e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, peopl, payment 
 Topic 3: ireland, develop, budget, year, govern 
 Topic 4: servic, fund, year, provid, million 
 Topic 5: tax, govern, year, deputi, budget 
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Completing Iteration 21 (approx. per word bound = -6.726, relative change = 3.232e-05) 
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Completing Iteration 22 (approx. per word bound = -6.725, relative change = 2.946e-05) 
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Completing Iteration 23 (approx. per word bound = -6.725, relative change = 2.777e-05) 
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Completing Iteration 24 (approx. per word bound = -6.725, relative change = 2.609e-05) 
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Completing Iteration 25 (approx. per word bound = -6.725, relative change = 2.619e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, payment, peopl 
 Topic 3: develop, ireland, budget, year, govern 
 Topic 4: servic, fund, year, provid, million 
 Topic 5: tax, govern, budget, deputi, year 
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Completing Iteration 26 (approx. per word bound = -6.725, relative change = 2.678e-05) 
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Completing Iteration 27 (approx. per word bound = -6.724, relative change = 2.620e-05) 
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Completing Iteration 28 (approx. per word bound = -6.724, relative change = 2.491e-05) 
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Completing Iteration 29 (approx. per word bound = -6.724, relative change = 2.461e-05) 
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Completing Iteration 30 (approx. per word bound = -6.724, relative change = 2.532e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, payment, peopl 
 Topic 3: develop, ireland, budget, year, govern 
 Topic 4: servic, fund, year, provid, million 
 Topic 5: tax, govern, budget, deputi, year 
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Completing Iteration 31 (approx. per word bound = -6.724, relative change = 2.722e-05) 
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Completing Iteration 32 (approx. per word bound = -6.724, relative change = 2.981e-05) 
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Completing Iteration 33 (approx. per word bound = -6.723, relative change = 3.149e-05) 
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Completing Iteration 34 (approx. per word bound = -6.723, relative change = 3.222e-05) 
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Completing Iteration 35 (approx. per word bound = -6.723, relative change = 3.228e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, payment, peopl 
 Topic 3: develop, ireland, budget, year, govern 
 Topic 4: servic, fund, year, provid, million 
 Topic 5: tax, govern, budget, deputi, year 
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Completing Iteration 36 (approx. per word bound = -6.723, relative change = 2.980e-05) 
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Completing Iteration 37 (approx. per word bound = -6.723, relative change = 2.753e-05) 
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Completing Iteration 38 (approx. per word bound = -6.722, relative change = 2.885e-05) 
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Completing Iteration 39 (approx. per word bound = -6.722, relative change = 3.197e-05) 
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Completing Iteration 40 (approx. per word bound = -6.722, relative change = 3.298e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, payment, peopl 
 Topic 3: develop, ireland, budget, year, govern 
 Topic 4: servic, fund, year, provid, million 
 Topic 5: tax, govern, budget, deputi, year 
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Completing Iteration 41 (approx. per word bound = -6.722, relative change = 3.054e-05) 
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Completing Iteration 42 (approx. per word bound = -6.722, relative change = 3.007e-05) 
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Completing Iteration 43 (approx. per word bound = -6.721, relative change = 2.783e-05) 
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Completing Iteration 44 (approx. per word bound = -6.721, relative change = 2.377e-05) 
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Completing Iteration 45 (approx. per word bound = -6.721, relative change = 2.148e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, payment, peopl 
 Topic 3: develop, ireland, year, budget, govern 
 Topic 4: servic, fund, year, provid, million 
 Topic 5: tax, govern, budget, peopl, deputi 
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Completing Iteration 46 (approx. per word bound = -6.721, relative change = 1.876e-05) 
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Completing Iteration 47 (approx. per word bound = -6.721, relative change = 1.600e-05) 
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Completing Iteration 48 (approx. per word bound = -6.721, relative change = 1.730e-05) 
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Completing Iteration 49 (approx. per word bound = -6.721, relative change = 2.050e-05) 
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Completing Iteration 50 (approx. per word bound = -6.720, relative change = 2.211e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, peopl, payment 
 Topic 3: develop, ireland, year, budget, govern 
 Topic 4: servic, fund, year, provid, million 
 Topic 5: tax, govern, budget, peopl, deputi 
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Completing Iteration 51 (approx. per word bound = -6.720, relative change = 2.392e-05) 
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Completing Iteration 52 (approx. per word bound = -6.720, relative change = 2.644e-05) 
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Completing Iteration 53 (approx. per word bound = -6.720, relative change = 2.496e-05) 
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Completing Iteration 54 (approx. per word bound = -6.720, relative change = 2.337e-05) 
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Completing Iteration 55 (approx. per word bound = -6.720, relative change = 2.023e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, peopl, allow 
 Topic 3: develop, ireland, year, budget, sector 
 Topic 4: servic, fund, year, provid, million 
 Topic 5: tax, govern, budget, peopl, deputi 
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Completed E-Step (0 seconds). 
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Completing Iteration 56 (approx. per word bound = -6.720, relative change = 1.568e-05) 
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Completing Iteration 57 (approx. per word bound = -6.719, relative change = 1.079e-05) 
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Completed E-Step (0 seconds). 
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Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	......
	 Recovering initialization...
 	.........................................
Initialization complete.
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Completed E-Step (0 seconds). 
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Completing Iteration 1 (approx. per word bound = -6.944) 
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Completing Iteration 2 (approx. per word bound = -6.782, relative change = 2.333e-02) 
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Completing Iteration 3 (approx. per word bound = -6.735, relative change = 6.829e-03) 
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Completing Iteration 4 (approx. per word bound = -6.718, relative change = 2.500e-03) 
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Completing Iteration 5 (approx. per word bound = -6.711, relative change = 1.152e-03) 
Topic 1: million, fund, year, tourism, sport 
 Topic 2: increas, year, social, peopl, payment 
 Topic 3: peopl, budget, govern, year, countri 
 Topic 4: million, servic, educ, provid, fund 
 Topic 5: tax, govern, year, budget, deputi 
 Topic 6: year, servic, fund, govern, hous 
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Completing Iteration 6 (approx. per word bound = -6.707, relative change = 5.928e-04) 
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Completing Iteration 7 (approx. per word bound = -6.704, relative change = 3.669e-04) 
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Completing Iteration 8 (approx. per word bound = -6.703, relative change = 2.605e-04) 
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Completing Iteration 9 (approx. per word bound = -6.701, relative change = 2.171e-04) 
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Completing Iteration 10 (approx. per word bound = -6.700, relative change = 1.803e-04) 
Topic 1: million, fund, year, tourism, sport 
 Topic 2: increas, year, social, peopl, payment 
 Topic 3: budget, peopl, govern, ireland, year 
 Topic 4: million, servic, fund, provid, educ 
 Topic 5: tax, govern, year, budget, deputi 
 Topic 6: year, servic, fund, hous, govern 
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Completing Iteration 11 (approx. per word bound = -6.699, relative change = 1.585e-04) 
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Completing Iteration 12 (approx. per word bound = -6.698, relative change = 1.469e-04) 
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Completing Iteration 13 (approx. per word bound = -6.697, relative change = 1.296e-04) 
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Completing Iteration 14 (approx. per word bound = -6.696, relative change = 1.111e-04) 
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Completing Iteration 15 (approx. per word bound = -6.696, relative change = 9.175e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, peopl, payment 
 Topic 3: budget, ireland, peopl, govern, develop 
 Topic 4: servic, million, fund, provid, educ 
 Topic 5: tax, govern, year, budget, deputi 
 Topic 6: year, hous, govern, fund, servic 
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Completing Iteration 16 (approx. per word bound = -6.695, relative change = 7.654e-05) 
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Completing Iteration 17 (approx. per word bound = -6.695, relative change = 6.396e-05) 
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Completing Iteration 18 (approx. per word bound = -6.694, relative change = 5.768e-05) 
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Completing Iteration 19 (approx. per word bound = -6.694, relative change = 5.039e-05) 
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Completing Iteration 20 (approx. per word bound = -6.694, relative change = 4.607e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, peopl, payment 
 Topic 3: budget, ireland, develop, govern, peopl 
 Topic 4: servic, million, fund, provid, programm 
 Topic 5: tax, govern, year, budget, deputi 
 Topic 6: year, hous, govern, fund, local 
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Completing Iteration 21 (approx. per word bound = -6.693, relative change = 4.414e-05) 
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Completing Iteration 22 (approx. per word bound = -6.693, relative change = 4.412e-05) 
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Completing Iteration 23 (approx. per word bound = -6.693, relative change = 4.358e-05) 
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Completing Iteration 24 (approx. per word bound = -6.692, relative change = 4.509e-05) 
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Completing Iteration 25 (approx. per word bound = -6.692, relative change = 4.578e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, peopl, payment 
 Topic 3: budget, ireland, develop, govern, peopl 
 Topic 4: servic, fund, million, provid, year 
 Topic 5: tax, govern, year, budget, deputi 
 Topic 6: year, hous, govern, local, develop 
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Completed E-Step (0 seconds). 
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Completing Iteration 26 (approx. per word bound = -6.692, relative change = 4.606e-05) 
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Completing Iteration 27 (approx. per word bound = -6.692, relative change = 4.592e-05) 
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Completing Iteration 28 (approx. per word bound = -6.691, relative change = 3.879e-05) 
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Completing Iteration 29 (approx. per word bound = -6.691, relative change = 3.813e-05) 
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Completing Iteration 30 (approx. per word bound = -6.691, relative change = 3.502e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, payment, peopl 
 Topic 3: budget, ireland, develop, govern, peopl 
 Topic 4: servic, fund, million, provid, year 
 Topic 5: tax, govern, year, deputi, budget 
 Topic 6: year, hous, govern, local, develop 
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Completed E-Step (0 seconds). 
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Completing Iteration 31 (approx. per word bound = -6.691, relative change = 3.095e-05) 
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Completing Iteration 32 (approx. per word bound = -6.690, relative change = 2.627e-05) 
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Completing Iteration 33 (approx. per word bound = -6.690, relative change = 2.594e-05) 
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Completing Iteration 34 (approx. per word bound = -6.690, relative change = 2.689e-05) 
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Completing Iteration 35 (approx. per word bound = -6.690, relative change = 2.836e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, payment, peopl 
 Topic 3: budget, ireland, develop, govern, year 
 Topic 4: servic, fund, million, provid, year 
 Topic 5: tax, govern, year, deputi, budget 
 Topic 6: hous, year, govern, local, develop 
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Completed E-Step (0 seconds). 
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Completing Iteration 36 (approx. per word bound = -6.690, relative change = 3.127e-05) 
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Completing Iteration 37 (approx. per word bound = -6.689, relative change = 3.068e-05) 
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Completing Iteration 38 (approx. per word bound = -6.689, relative change = 2.609e-05) 
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Completing Iteration 39 (approx. per word bound = -6.689, relative change = 2.112e-05) 
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Completing Iteration 40 (approx. per word bound = -6.689, relative change = 2.467e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, peopl, payment 
 Topic 3: budget, ireland, develop, govern, year 
 Topic 4: servic, fund, million, provid, year 
 Topic 5: tax, govern, year, deputi, budget 
 Topic 6: hous, year, govern, local, develop 
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Completed E-Step (0 seconds). 
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Completing Iteration 41 (approx. per word bound = -6.689, relative change = 3.144e-05) 
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Completing Iteration 42 (approx. per word bound = -6.689, relative change = 3.352e-05) 
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Completing Iteration 43 (approx. per word bound = -6.688, relative change = 3.210e-05) 
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Completing Iteration 44 (approx. per word bound = -6.688, relative change = 2.855e-05) 
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Completing Iteration 45 (approx. per word bound = -6.688, relative change = 2.755e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, peopl, payment 
 Topic 3: budget, ireland, develop, govern, year 
 Topic 4: servic, fund, million, provid, year 
 Topic 5: tax, govern, deputi, year, budget 
 Topic 6: year, hous, govern, local, develop 
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Completed E-Step (0 seconds). 
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Completing Iteration 46 (approx. per word bound = -6.688, relative change = 2.996e-05) 
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Completing Iteration 47 (approx. per word bound = -6.688, relative change = 3.083e-05) 
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Completing Iteration 48 (approx. per word bound = -6.687, relative change = 3.277e-05) 
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Completing Iteration 49 (approx. per word bound = -6.687, relative change = 3.859e-05) 
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Completing Iteration 50 (approx. per word bound = -6.687, relative change = 3.918e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, allow, peopl 
 Topic 3: ireland, budget, develop, govern, economi 
 Topic 4: servic, fund, million, provid, year 
 Topic 5: tax, govern, deputi, year, budget 
 Topic 6: year, hous, govern, local, develop 
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Completed E-Step (0 seconds). 
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Completing Iteration 51 (approx. per word bound = -6.687, relative change = 3.697e-05) 
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Completing Iteration 52 (approx. per word bound = -6.686, relative change = 4.111e-05) 
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Completing Iteration 53 (approx. per word bound = -6.686, relative change = 4.012e-05) 
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Completing Iteration 54 (approx. per word bound = -6.686, relative change = 3.393e-05) 
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Completing Iteration 55 (approx. per word bound = -6.686, relative change = 2.991e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, peopl, allow 
 Topic 3: ireland, budget, develop, govern, economi 
 Topic 4: servic, fund, million, provid, year 
 Topic 5: tax, govern, deputi, year, budget 
 Topic 6: year, hous, govern, local, scheme 
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Completed E-Step (0 seconds). 
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Completing Iteration 56 (approx. per word bound = -6.685, relative change = 2.573e-05) 
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Completing Iteration 57 (approx. per word bound = -6.685, relative change = 2.544e-05) 
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Completing Iteration 58 (approx. per word bound = -6.685, relative change = 3.406e-05) 
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Completing Iteration 59 (approx. per word bound = -6.685, relative change = 3.675e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 60 (approx. per word bound = -6.685, relative change = 1.889e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, peopl, allow 
 Topic 3: ireland, budget, develop, govern, economi 
 Topic 4: servic, fund, million, provid, year 
 Topic 5: tax, govern, deputi, year, budget 
 Topic 6: year, hous, govern, local, scheme 
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Completed E-Step (0 seconds). 
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Completing Iteration 61 (approx. per word bound = -6.685, relative change = 1.501e-05) 
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Completing Iteration 62 (approx. per word bound = -6.684, relative change = 1.340e-05) 
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Completing Iteration 63 (approx. per word bound = -6.684, relative change = 1.300e-05) 
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Completing Iteration 64 (approx. per word bound = -6.684, relative change = 1.342e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 65 (approx. per word bound = -6.684, relative change = 1.370e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, peopl, allow 
 Topic 3: ireland, budget, develop, govern, economi 
 Topic 4: servic, fund, million, provid, year 
 Topic 5: tax, govern, deputi, year, budget 
 Topic 6: year, hous, govern, local, scheme 
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Completed E-Step (0 seconds). 
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Completing Iteration 66 (approx. per word bound = -6.684, relative change = 1.377e-05) 
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Completing Iteration 67 (approx. per word bound = -6.684, relative change = 1.193e-05) 
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Completed E-Step (0 seconds). 
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Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	.......
	 Recovering initialization...
 	.........................................
Initialization complete.
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Completed E-Step (0 seconds). 
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Completing Iteration 1 (approx. per word bound = -6.921) 
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Completing Iteration 2 (approx. per word bound = -6.763, relative change = 2.289e-02) 
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Completing Iteration 3 (approx. per word bound = -6.717, relative change = 6.821e-03) 
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Completing Iteration 4 (approx. per word bound = -6.693, relative change = 3.491e-03) 
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Completing Iteration 5 (approx. per word bound = -6.681, relative change = 1.885e-03) 
Topic 1: million, fund, year, tourism, sport 
 Topic 2: increas, year, social, pension, payment 
 Topic 3: peopl, budget, govern, year, countri 
 Topic 4: increas, ireland, educ, year, school 
 Topic 5: tax, govern, year, budget, peopl 
 Topic 6: year, hous, govern, develop, local 
 Topic 7: servic, fund, million, provid, year 
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Completed E-Step (0 seconds). 
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Completing Iteration 6 (approx. per word bound = -6.674, relative change = 9.579e-04) 
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Completing Iteration 7 (approx. per word bound = -6.670, relative change = 5.550e-04) 
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Completing Iteration 8 (approx. per word bound = -6.668, relative change = 3.322e-04) 
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Completing Iteration 9 (approx. per word bound = -6.667, relative change = 2.209e-04) 
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Completing Iteration 10 (approx. per word bound = -6.666, relative change = 1.831e-04) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, pension, payment 
 Topic 3: peopl, budget, govern, countri, year 
 Topic 4: increas, educ, ireland, school, million 
 Topic 5: tax, govern, year, budget, deputi 
 Topic 6: year, hous, govern, local, develop 
 Topic 7: servic, fund, million, provid, year 
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Completed E-Step (0 seconds). 
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Completing Iteration 11 (approx. per word bound = -6.665, relative change = 1.398e-04) 
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Completing Iteration 12 (approx. per word bound = -6.664, relative change = 1.056e-04) 
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Completing Iteration 13 (approx. per word bound = -6.663, relative change = 8.814e-05) 
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Completing Iteration 14 (approx. per word bound = -6.663, relative change = 8.336e-05) 
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Completing Iteration 15 (approx. per word bound = -6.662, relative change = 7.723e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, pension, payment 
 Topic 3: peopl, budget, govern, countri, year 
 Topic 4: increas, educ, ireland, school, develop 
 Topic 5: tax, govern, year, budget, deputi 
 Topic 6: year, hous, govern, local, develop 
 Topic 7: servic, fund, million, provid, year 
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Completed E-Step (0 seconds). 
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Completing Iteration 16 (approx. per word bound = -6.662, relative change = 6.513e-05) 
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Completing Iteration 17 (approx. per word bound = -6.661, relative change = 5.154e-05) 
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Completing Iteration 18 (approx. per word bound = -6.661, relative change = 4.032e-05) 
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Completing Iteration 19 (approx. per word bound = -6.661, relative change = 3.404e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 20 (approx. per word bound = -6.661, relative change = 3.312e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, pension, payment 
 Topic 3: peopl, budget, govern, countri, year 
 Topic 4: increas, educ, ireland, school, develop 
 Topic 5: tax, govern, year, budget, deputi 
 Topic 6: year, hous, govern, local, scheme 
 Topic 7: servic, fund, million, provid, year 
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Completed E-Step (0 seconds). 
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Completing Iteration 21 (approx. per word bound = -6.661, relative change = 3.295e-05) 
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Completing Iteration 22 (approx. per word bound = -6.660, relative change = 2.987e-05) 
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Completing Iteration 23 (approx. per word bound = -6.660, relative change = 2.407e-05) 
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Completing Iteration 24 (approx. per word bound = -6.660, relative change = 2.088e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 25 (approx. per word bound = -6.660, relative change = 1.957e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, pension, payment 
 Topic 3: peopl, budget, govern, countri, year 
 Topic 4: increas, educ, school, ireland, develop 
 Topic 5: tax, govern, year, budget, deputi 
 Topic 6: year, hous, govern, scheme, local 
 Topic 7: servic, fund, million, provid, year 
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Completed E-Step (0 seconds). 
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Completing Iteration 26 (approx. per word bound = -6.660, relative change = 1.722e-05) 
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Completing Iteration 27 (approx. per word bound = -6.660, relative change = 1.633e-05) 
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Completing Iteration 28 (approx. per word bound = -6.660, relative change = 1.563e-05) 
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Completing Iteration 29 (approx. per word bound = -6.660, relative change = 1.397e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 30 (approx. per word bound = -6.659, relative change = 1.210e-05) 
Topic 1: million, fund, year, sport, tourism 
 Topic 2: increas, year, social, pension, payment 
 Topic 3: peopl, budget, govern, countri, year 
 Topic 4: increas, educ, school, ireland, develop 
 Topic 5: tax, govern, year, budget, deputi 
 Topic 6: year, hous, govern, scheme, local 
 Topic 7: servic, fund, million, provid, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	........
	 Recovering initialization...
 	.........................................
Initialization complete.
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.905) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.741, relative change = 2.367e-02) 
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Completed E-Step (0 seconds). 
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Completing Iteration 3 (approx. per word bound = -6.697, relative change = 6.570e-03) 
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Completing Iteration 4 (approx. per word bound = -6.677, relative change = 2.904e-03) 
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Completed E-Step (0 seconds). 
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Completing Iteration 5 (approx. per word bound = -6.668, relative change = 1.471e-03) 
Topic 1: million, tax, govern, budget, year 
 Topic 2: increas, year, social, pension, benefit 
 Topic 3: peopl, budget, govern, deputi, tax 
 Topic 4: educ, school, year, increas, fund 
 Topic 5: tax, govern, year, peopl, budget 
 Topic 6: hous, year, govern, local, provid 
 Topic 7: servic, million, fund, provid, support 
 Topic 8: ireland, develop, million, year, fund 
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Completed E-Step (0 seconds). 
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Completing Iteration 6 (approx. per word bound = -6.661, relative change = 9.064e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 7 (approx. per word bound = -6.657, relative change = 6.742e-04) 
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Completing Iteration 8 (approx. per word bound = -6.654, relative change = 4.987e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 9 (approx. per word bound = -6.651, relative change = 3.692e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 10 (approx. per word bound = -6.649, relative change = 2.747e-04) 
Topic 1: million, road, transport, fund, year 
 Topic 2: increas, year, social, pension, payment 
 Topic 3: peopl, budget, govern, deputi, year 
 Topic 4: school, educ, year, increas, fund 
 Topic 5: tax, govern, year, budget, increas 
 Topic 6: hous, year, govern, local, author 
 Topic 7: servic, fund, million, provid, year 
 Topic 8: ireland, million, develop, year, fund 
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Completed E-Step (0 seconds). 
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Completing Iteration 11 (approx. per word bound = -6.648, relative change = 2.099e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 12 (approx. per word bound = -6.647, relative change = 1.567e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 13 (approx. per word bound = -6.646, relative change = 1.332e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 14 (approx. per word bound = -6.645, relative change = 1.092e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 15 (approx. per word bound = -6.645, relative change = 9.987e-05) 
Topic 1: million, transport, road, fund, year 
 Topic 2: increas, year, social, payment, pension 
 Topic 3: peopl, budget, govern, deputi, year 
 Topic 4: school, educ, year, increas, fund 
 Topic 5: tax, govern, budget, year, increas 
 Topic 6: hous, year, govern, local, author 
 Topic 7: servic, fund, million, provid, year 
 Topic 8: ireland, million, develop, year, fund 
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Completed E-Step (0 seconds). 
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Completing Iteration 16 (approx. per word bound = -6.644, relative change = 9.808e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 17 (approx. per word bound = -6.643, relative change = 9.682e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 18 (approx. per word bound = -6.643, relative change = 8.701e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 19 (approx. per word bound = -6.642, relative change = 7.552e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 20 (approx. per word bound = -6.642, relative change = 6.265e-05) 
Topic 1: million, transport, road, fund, year 
 Topic 2: increas, year, social, payment, pension 
 Topic 3: peopl, budget, deputi, govern, countri 
 Topic 4: school, educ, year, increas, fund 
 Topic 5: tax, govern, budget, year, increas 
 Topic 6: hous, year, govern, local, author 
 Topic 7: servic, fund, million, provid, year 
 Topic 8: ireland, million, develop, year, fund 
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Completed E-Step (0 seconds). 
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Completing Iteration 21 (approx. per word bound = -6.642, relative change = 5.269e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 22 (approx. per word bound = -6.641, relative change = 4.513e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 23 (approx. per word bound = -6.641, relative change = 4.201e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 24 (approx. per word bound = -6.641, relative change = 4.271e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 25 (approx. per word bound = -6.640, relative change = 4.591e-05) 
Topic 1: million, transport, road, fund, year 
 Topic 2: increas, year, social, payment, pension 
 Topic 3: peopl, budget, deputi, govern, countri 
 Topic 4: school, educ, year, increas, fund 
 Topic 5: tax, govern, budget, year, increas 
 Topic 6: hous, year, govern, local, author 
 Topic 7: servic, fund, million, provid, year 
 Topic 8: million, ireland, develop, year, fund 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 26 (approx. per word bound = -6.640, relative change = 4.559e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 27 (approx. per word bound = -6.640, relative change = 4.471e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 28 (approx. per word bound = -6.639, relative change = 4.850e-05) 
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Completing Iteration 29 (approx. per word bound = -6.639, relative change = 5.082e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 30 (approx. per word bound = -6.639, relative change = 3.110e-05) 
Topic 1: million, transport, road, fund, year 
 Topic 2: increas, year, social, payment, pension 
 Topic 3: peopl, budget, deputi, govern, countri 
 Topic 4: school, educ, year, increas, fund 
 Topic 5: tax, govern, budget, year, increas 
 Topic 6: hous, year, govern, local, author 
 Topic 7: servic, fund, million, provid, year 
 Topic 8: million, ireland, develop, year, fund 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 31 (approx. per word bound = -6.639, relative change = 2.530e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 32 (approx. per word bound = -6.639, relative change = 2.365e-05) 
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Completing Iteration 33 (approx. per word bound = -6.638, relative change = 2.274e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 34 (approx. per word bound = -6.638, relative change = 2.001e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 35 (approx. per word bound = -6.638, relative change = 1.964e-05) 
Topic 1: million, transport, road, fund, year 
 Topic 2: increas, year, social, payment, pension 
 Topic 3: peopl, budget, deputi, govern, countri 
 Topic 4: school, educ, year, increas, fund 
 Topic 5: tax, govern, budget, year, increas 
 Topic 6: hous, year, govern, local, author 
 Topic 7: servic, fund, million, provid, year 
 Topic 8: million, ireland, year, develop, fund 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 36 (approx. per word bound = -6.638, relative change = 1.751e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 37 (approx. per word bound = -6.638, relative change = 1.526e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 38 (approx. per word bound = -6.638, relative change = 1.486e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 39 (approx. per word bound = -6.638, relative change = 1.597e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 40 (approx. per word bound = -6.638, relative change = 1.456e-05) 
Topic 1: million, transport, road, fund, year 
 Topic 2: increas, year, social, payment, pension 
 Topic 3: peopl, budget, deputi, govern, countri 
 Topic 4: school, educ, year, increas, provid 
 Topic 5: tax, govern, budget, year, increas 
 Topic 6: hous, year, govern, local, author 
 Topic 7: servic, fund, million, provid, year 
 Topic 8: million, ireland, year, develop, fund 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 41 (approx. per word bound = -6.638, relative change = 1.078e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	.........
	 Recovering initialization...
 	.........................................
Initialization complete.
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 1 (approx. per word bound = -6.892) 
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Completed E-Step (0 seconds). 
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Completing Iteration 2 (approx. per word bound = -6.717, relative change = 2.543e-02) 
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Completed E-Step (0 seconds). 
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Completing Iteration 3 (approx. per word bound = -6.678, relative change = 5.847e-03) 
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Completing Iteration 4 (approx. per word bound = -6.661, relative change = 2.489e-03) 
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Completed E-Step (0 seconds). 
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Completing Iteration 5 (approx. per word bound = -6.652, relative change = 1.418e-03) 
Topic 1: tax, govern, budget, year, rate 
 Topic 2: increas, year, pension, social, benefit 
 Topic 3: peopl, govern, budget, deputi, countri 
 Topic 4: year, minist, budget, work, servic 
 Topic 5: tax, govern, year, deputi, peopl 
 Topic 6: hous, year, local, govern, author 
 Topic 7: servic, support, million, fund, provid 
 Topic 8: ireland, develop, million, year, fund 
 Topic 9: million, fund, transport, school, provid 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 6 (approx. per word bound = -6.646, relative change = 8.695e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 7 (approx. per word bound = -6.642, relative change = 5.916e-04) 
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Completing Iteration 8 (approx. per word bound = -6.639, relative change = 4.290e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 9 (approx. per word bound = -6.637, relative change = 2.991e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 10 (approx. per word bound = -6.636, relative change = 2.097e-04) 
Topic 1: tax, govern, budget, year, rate 
 Topic 2: increas, year, social, pension, payment 
 Topic 3: peopl, govern, budget, deputi, year 
 Topic 4: year, budget, minist, countri, work 
 Topic 5: tax, year, govern, deputi, budget 
 Topic 6: hous, year, govern, local, author 
 Topic 7: servic, fund, million, provid, support 
 Topic 8: ireland, million, develop, fund, year 
 Topic 9: million, fund, transport, school, provid 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 11 (approx. per word bound = -6.635, relative change = 1.550e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 12 (approx. per word bound = -6.634, relative change = 1.207e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 13 (approx. per word bound = -6.633, relative change = 9.873e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 14 (approx. per word bound = -6.633, relative change = 8.220e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 15 (approx. per word bound = -6.632, relative change = 6.936e-05) 
Topic 1: tax, govern, budget, year, rate 
 Topic 2: increas, year, social, payment, pension 
 Topic 3: peopl, budget, govern, deputi, countri 
 Topic 4: year, budget, minist, countri, peopl 
 Topic 5: tax, year, deputi, govern, budget 
 Topic 6: hous, year, govern, local, author 
 Topic 7: servic, fund, million, provid, year 
 Topic 8: ireland, million, develop, fund, year 
 Topic 9: million, fund, transport, school, educ 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 16 (approx. per word bound = -6.632, relative change = 6.335e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 17 (approx. per word bound = -6.631, relative change = 5.746e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 18 (approx. per word bound = -6.631, relative change = 5.083e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 19 (approx. per word bound = -6.631, relative change = 3.886e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 20 (approx. per word bound = -6.630, relative change = 3.267e-05) 
Topic 1: tax, govern, budget, rate, year 
 Topic 2: increas, year, social, payment, pension 
 Topic 3: peopl, budget, govern, deputi, countri 
 Topic 4: year, budget, minist, countri, peopl 
 Topic 5: tax, deputi, year, govern, increas 
 Topic 6: hous, year, govern, local, provid 
 Topic 7: servic, fund, million, provid, year 
 Topic 8: ireland, million, develop, fund, year 
 Topic 9: million, fund, transport, school, educ 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 21 (approx. per word bound = -6.630, relative change = 2.985e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 22 (approx. per word bound = -6.630, relative change = 3.237e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 23 (approx. per word bound = -6.630, relative change = 3.468e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 24 (approx. per word bound = -6.630, relative change = 3.109e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 25 (approx. per word bound = -6.629, relative change = 2.937e-05) 
Topic 1: tax, govern, budget, rate, year 
 Topic 2: increas, year, social, payment, pension 
 Topic 3: peopl, budget, govern, deputi, countri 
 Topic 4: year, budget, minist, countri, peopl 
 Topic 5: tax, deputi, year, govern, increas 
 Topic 6: hous, year, govern, local, provid 
 Topic 7: servic, fund, million, provid, year 
 Topic 8: ireland, million, develop, fund, year 
 Topic 9: million, fund, transport, school, educ 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 26 (approx. per word bound = -6.629, relative change = 2.872e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 27 (approx. per word bound = -6.629, relative change = 2.783e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 28 (approx. per word bound = -6.629, relative change = 2.749e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 29 (approx. per word bound = -6.629, relative change = 2.583e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 30 (approx. per word bound = -6.629, relative change = 2.563e-05) 
Topic 1: tax, budget, govern, rate, year 
 Topic 2: increas, year, social, payment, pension 
 Topic 3: peopl, budget, govern, deputi, countri 
 Topic 4: year, budget, minist, countri, peopl 
 Topic 5: deputi, year, tax, govern, increas 
 Topic 6: hous, year, govern, local, develop 
 Topic 7: servic, fund, million, provid, year 
 Topic 8: ireland, million, develop, fund, year 
 Topic 9: million, fund, transport, school, educ 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 31 (approx. per word bound = -6.628, relative change = 2.251e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 32 (approx. per word bound = -6.628, relative change = 1.777e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 33 (approx. per word bound = -6.628, relative change = 1.470e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 34 (approx. per word bound = -6.628, relative change = 1.408e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 35 (approx. per word bound = -6.628, relative change = 1.479e-05) 
Topic 1: tax, budget, govern, rate, year 
 Topic 2: increas, year, social, payment, pension 
 Topic 3: peopl, budget, govern, deputi, countri 
 Topic 4: year, budget, minist, peopl, countri 
 Topic 5: deputi, year, govern, tax, increas 
 Topic 6: hous, year, govern, local, develop 
 Topic 7: servic, fund, million, provid, year 
 Topic 8: ireland, million, develop, fund, year 
 Topic 9: million, fund, transport, school, educ 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 36 (approx. per word bound = -6.628, relative change = 1.567e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 37 (approx. per word bound = -6.628, relative change = 1.516e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 38 (approx. per word bound = -6.628, relative change = 1.493e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 39 (approx. per word bound = -6.628, relative change = 1.734e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 40 (approx. per word bound = -6.627, relative change = 1.947e-05) 
Topic 1: tax, budget, govern, rate, year 
 Topic 2: increas, year, social, payment, pension 
 Topic 3: peopl, budget, govern, deputi, countri 
 Topic 4: year, budget, minist, countri, peopl 
 Topic 5: deputi, year, govern, tax, increas 
 Topic 6: hous, year, govern, local, develop 
 Topic 7: servic, fund, million, provid, year 
 Topic 8: ireland, million, develop, fund, year 
 Topic 9: million, fund, transport, school, educ 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 41 (approx. per word bound = -6.627, relative change = 1.872e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 42 (approx. per word bound = -6.627, relative change = 1.737e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 43 (approx. per word bound = -6.627, relative change = 1.570e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 44 (approx. per word bound = -6.627, relative change = 1.502e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 45 (approx. per word bound = -6.627, relative change = 1.208e-05) 
Topic 1: tax, budget, govern, rate, year 
 Topic 2: increas, year, social, payment, allow 
 Topic 3: peopl, budget, govern, deputi, countri 
 Topic 4: year, budget, minist, countri, peopl 
 Topic 5: deputi, year, govern, increas, tax 
 Topic 6: hous, year, govern, local, develop 
 Topic 7: servic, fund, million, provid, year 
 Topic 8: ireland, million, develop, fund, year 
 Topic 9: million, fund, transport, school, educ 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	..........
	 Recovering initialization...
 	.........................................
Initialization complete.
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.882) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.703, relative change = 2.604e-02) 
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Completed E-Step (0 seconds). 
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Completing Iteration 3 (approx. per word bound = -6.665, relative change = 5.585e-03) 
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Completed E-Step (0 seconds). 
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Completing Iteration 4 (approx. per word bound = -6.651, relative change = 2.231e-03) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -6.642, relative change = 1.290e-03) 
Topic 1: tax, budget, govern, year, rate 
 Topic 2: increas, year, pension, per, benefit 
 Topic 3: peopl, govern, budget, deputi, countri 
 Topic 4: year, budget, servic, need, system 
 Topic 5: year, govern, tax, deputi, social 
 Topic 6: hous, year, local, govern, scheme 
 Topic 7: servic, support, peopl, million, care 
 Topic 8: develop, ireland, govern, budget, year 
 Topic 9: million, fund, servic, provid, transport 
 Topic 10: million, sport, tourism, year, fund 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -6.636, relative change = 9.653e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 7 (approx. per word bound = -6.631, relative change = 7.661e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 8 (approx. per word bound = -6.627, relative change = 5.990e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 9 (approx. per word bound = -6.623, relative change = 4.899e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 10 (approx. per word bound = -6.620, relative change = 4.310e-04) 
Topic 1: tax, budget, govern, year, rate 
 Topic 2: increas, social, pension, year, payment 
 Topic 3: peopl, govern, budget, deputi, countri 
 Topic 4: year, budget, need, peopl, minist 
 Topic 5: deputi, year, govern, tax, increas 
 Topic 6: hous, year, local, scheme, govern 
 Topic 7: servic, fund, million, support, provid 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: million, fund, transport, provid, servic 
 Topic 10: million, sport, fund, tourism, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 11 (approx. per word bound = -6.618, relative change = 4.006e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 12 (approx. per word bound = -6.615, relative change = 3.443e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 13 (approx. per word bound = -6.614, relative change = 2.887e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 14 (approx. per word bound = -6.612, relative change = 2.451e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 15 (approx. per word bound = -6.611, relative change = 1.955e-04) 
Topic 1: tax, budget, govern, year, rate 
 Topic 2: increas, social, pension, year, allow 
 Topic 3: peopl, budget, govern, deputi, countri 
 Topic 4: year, budget, minist, need, peopl 
 Topic 5: deputi, year, govern, increas, tax 
 Topic 6: hous, year, local, scheme, million 
 Topic 7: servic, fund, million, provid, support 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: million, transport, fund, school, provid 
 Topic 10: million, sport, fund, tourism, ireland 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 16 (approx. per word bound = -6.610, relative change = 1.554e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 17 (approx. per word bound = -6.609, relative change = 1.275e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 18 (approx. per word bound = -6.608, relative change = 1.088e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 19 (approx. per word bound = -6.607, relative change = 1.021e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 20 (approx. per word bound = -6.607, relative change = 1.020e-04) 
Topic 1: tax, budget, govern, year, rate 
 Topic 2: increas, social, year, pension, allow 
 Topic 3: peopl, budget, govern, deputi, countri 
 Topic 4: year, budget, need, minist, peopl 
 Topic 5: deputi, year, govern, increas, tax 
 Topic 6: hous, year, scheme, local, million 
 Topic 7: servic, fund, million, provid, year 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: million, transport, fund, school, provid 
 Topic 10: million, sport, fund, tourism, ireland 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 21 (approx. per word bound = -6.606, relative change = 1.017e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 22 (approx. per word bound = -6.605, relative change = 9.940e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 23 (approx. per word bound = -6.605, relative change = 8.781e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 24 (approx. per word bound = -6.604, relative change = 7.339e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 25 (approx. per word bound = -6.604, relative change = 6.053e-05) 
Topic 1: tax, budget, govern, year, rate 
 Topic 2: increas, social, year, pension, allow 
 Topic 3: peopl, budget, govern, deputi, countri 
 Topic 4: year, budget, need, peopl, countri 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: hous, year, scheme, million, local 
 Topic 7: servic, fund, million, provid, year 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: million, transport, fund, school, provid 
 Topic 10: million, sport, fund, tourism, ireland 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 26 (approx. per word bound = -6.604, relative change = 5.299e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 27 (approx. per word bound = -6.603, relative change = 4.731e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 28 (approx. per word bound = -6.603, relative change = 4.131e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 29 (approx. per word bound = -6.603, relative change = 3.655e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 30 (approx. per word bound = -6.603, relative change = 3.415e-05) 
Topic 1: tax, budget, govern, year, rate 
 Topic 2: increas, social, year, pension, allow 
 Topic 3: peopl, budget, govern, deputi, countri 
 Topic 4: year, budget, need, peopl, countri 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: year, hous, scheme, million, local 
 Topic 7: servic, fund, million, provid, year 
 Topic 8: develop, govern, ireland, budget, research 
 Topic 9: million, transport, fund, school, provid 
 Topic 10: million, sport, fund, tourism, ireland 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 31 (approx. per word bound = -6.602, relative change = 2.910e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 32 (approx. per word bound = -6.602, relative change = 3.903e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 33 (approx. per word bound = -6.602, relative change = 3.220e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 34 (approx. per word bound = -6.602, relative change = 3.053e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 35 (approx. per word bound = -6.601, relative change = 3.431e-05) 
Topic 1: tax, budget, govern, year, rate 
 Topic 2: increas, social, year, pension, allow 
 Topic 3: peopl, budget, govern, deputi, countri 
 Topic 4: year, budget, need, peopl, countri 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: year, hous, scheme, million, local 
 Topic 7: servic, fund, million, provid, year 
 Topic 8: develop, govern, ireland, budget, research 
 Topic 9: million, transport, fund, school, provid 
 Topic 10: million, sport, fund, tourism, ireland 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 36 (approx. per word bound = -6.601, relative change = 3.657e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 37 (approx. per word bound = -6.601, relative change = 2.610e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 38 (approx. per word bound = -6.601, relative change = 2.185e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 39 (approx. per word bound = -6.601, relative change = 2.613e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 40 (approx. per word bound = -6.600, relative change = 3.411e-05) 
Topic 1: tax, budget, govern, year, rate 
 Topic 2: increas, social, year, pension, allow 
 Topic 3: peopl, budget, govern, deputi, countri 
 Topic 4: year, budget, peopl, need, countri 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: year, hous, scheme, million, local 
 Topic 7: servic, fund, million, provid, year 
 Topic 8: develop, govern, ireland, budget, year 
 Topic 9: million, fund, transport, school, provid 
 Topic 10: million, sport, fund, tourism, ireland 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 41 (approx. per word bound = -6.600, relative change = 3.363e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 42 (approx. per word bound = -6.600, relative change = 2.353e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 43 (approx. per word bound = -6.600, relative change = 2.176e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 44 (approx. per word bound = -6.600, relative change = 2.065e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 45 (approx. per word bound = -6.600, relative change = 1.903e-05) 
Topic 1: tax, budget, govern, year, rate 
 Topic 2: increas, social, year, pension, allow 
 Topic 3: peopl, budget, govern, deputi, countri 
 Topic 4: year, budget, peopl, need, countri 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: year, hous, scheme, million, local 
 Topic 7: servic, fund, million, provid, year 
 Topic 8: develop, govern, ireland, budget, year 
 Topic 9: million, fund, transport, school, educ 
 Topic 10: million, sport, fund, tourism, ireland 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 46 (approx. per word bound = -6.600, relative change = 1.747e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 47 (approx. per word bound = -6.599, relative change = 1.874e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 48 (approx. per word bound = -6.599, relative change = 1.739e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 49 (approx. per word bound = -6.599, relative change = 1.320e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 50 (approx. per word bound = -6.599, relative change = 1.277e-05) 
Topic 1: tax, budget, govern, year, rate 
 Topic 2: increas, social, year, pension, allow 
 Topic 3: peopl, budget, govern, deputi, countri 
 Topic 4: year, budget, peopl, need, countri 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: year, hous, scheme, million, local 
 Topic 7: servic, fund, million, provid, year 
 Topic 8: develop, govern, ireland, budget, year 
 Topic 9: million, fund, transport, school, educ 
 Topic 10: million, sport, fund, tourism, ireland 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 51 (approx. per word bound = -6.599, relative change = 1.158e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	...........
	 Recovering initialization...
 	.........................................
Initialization complete.
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.873) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.690, relative change = 2.673e-02) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 3 (approx. per word bound = -6.649, relative change = 6.056e-03) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 4 (approx. per word bound = -6.631, relative change = 2.695e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -6.620, relative change = 1.629e-03) 
Topic 1: tax, budget, rate, govern, year 
 Topic 2: increas, year, pension, social, benefit 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: year, budget, need, servic, system 
 Topic 5: tax, year, govern, deputi, peopl 
 Topic 6: hous, year, local, govern, scheme 
 Topic 7: servic, support, peopl, care, million 
 Topic 8: develop, ireland, govern, budget, year 
 Topic 9: million, transport, fund, provid, servic 
 Topic 10: million, year, sport, fund, tourism 
 Topic 11: govern, year, budget, servic, job 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -6.613, relative change = 1.116e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 7 (approx. per word bound = -6.608, relative change = 8.077e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 8 (approx. per word bound = -6.604, relative change = 6.203e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 9 (approx. per word bound = -6.600, relative change = 4.999e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 10 (approx. per word bound = -6.598, relative change = 3.974e-04) 
Topic 1: tax, budget, rate, govern, year 
 Topic 2: increas, social, year, pension, allow 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: year, budget, minist, need, peopl 
 Topic 5: deputi, year, govern, tax, peopl 
 Topic 6: hous, year, local, scheme, million 
 Topic 7: servic, fund, support, million, provid 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: million, transport, fund, provid, school 
 Topic 10: million, sport, fund, tourism, ireland 
 Topic 11: govern, servic, year, budget, million 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 11 (approx. per word bound = -6.595, relative change = 3.259e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 12 (approx. per word bound = -6.594, relative change = 2.724e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 13 (approx. per word bound = -6.592, relative change = 2.202e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 14 (approx. per word bound = -6.591, relative change = 1.823e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 15 (approx. per word bound = -6.590, relative change = 1.492e-04) 
Topic 1: tax, budget, rate, govern, year 
 Topic 2: increas, social, year, pension, allow 
 Topic 3: peopl, deputi, govern, budget, opposit 
 Topic 4: year, budget, minist, need, peopl 
 Topic 5: deputi, year, govern, tax, peopl 
 Topic 6: hous, year, scheme, local, million 
 Topic 7: servic, fund, million, provid, support 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: million, transport, fund, school, provid 
 Topic 10: million, sport, fund, ireland, tourism 
 Topic 11: govern, servic, year, budget, million 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 16 (approx. per word bound = -6.589, relative change = 1.262e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 17 (approx. per word bound = -6.588, relative change = 1.178e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 18 (approx. per word bound = -6.588, relative change = 1.122e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 19 (approx. per word bound = -6.587, relative change = 1.034e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 20 (approx. per word bound = -6.586, relative change = 8.978e-05) 
Topic 1: tax, budget, rate, govern, year 
 Topic 2: increas, social, year, pension, allow 
 Topic 3: peopl, deputi, govern, budget, parti 
 Topic 4: year, budget, minist, peopl, need 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: hous, year, scheme, million, local 
 Topic 7: servic, fund, million, provid, support 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: million, transport, fund, school, provid 
 Topic 10: million, sport, fund, ireland, tourism 
 Topic 11: govern, servic, year, million, budget 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 21 (approx. per word bound = -6.586, relative change = 8.023e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 22 (approx. per word bound = -6.585, relative change = 7.441e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 23 (approx. per word bound = -6.585, relative change = 7.052e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 24 (approx. per word bound = -6.585, relative change = 6.202e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 25 (approx. per word bound = -6.584, relative change = 4.908e-05) 
Topic 1: tax, budget, rate, govern, year 
 Topic 2: increas, social, year, pension, allow 
 Topic 3: peopl, deputi, govern, budget, parti 
 Topic 4: year, budget, minist, countri, peopl 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: year, hous, scheme, million, farmer 
 Topic 7: servic, fund, million, provid, support 
 Topic 8: develop, govern, ireland, budget, research 
 Topic 9: million, transport, fund, school, provid 
 Topic 10: million, sport, fund, ireland, tourism 
 Topic 11: govern, servic, year, million, also 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 26 (approx. per word bound = -6.584, relative change = 4.189e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 27 (approx. per word bound = -6.584, relative change = 3.893e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 28 (approx. per word bound = -6.583, relative change = 3.209e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 29 (approx. per word bound = -6.583, relative change = 4.139e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 30 (approx. per word bound = -6.583, relative change = 3.672e-05) 
Topic 1: tax, budget, govern, rate, year 
 Topic 2: increas, social, year, pension, allow 
 Topic 3: peopl, deputi, govern, budget, parti 
 Topic 4: year, budget, minist, countri, need 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: year, hous, scheme, million, farmer 
 Topic 7: servic, fund, million, provid, support 
 Topic 8: develop, govern, ireland, budget, research 
 Topic 9: million, transport, fund, school, provid 
 Topic 10: million, sport, fund, ireland, tourism 
 Topic 11: govern, servic, year, million, also 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 31 (approx. per word bound = -6.583, relative change = 3.519e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 32 (approx. per word bound = -6.583, relative change = 3.259e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 33 (approx. per word bound = -6.582, relative change = 2.974e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 34 (approx. per word bound = -6.582, relative change = 3.387e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 35 (approx. per word bound = -6.582, relative change = 4.377e-05) 
Topic 1: tax, budget, govern, rate, year 
 Topic 2: increas, social, year, pension, allow 
 Topic 3: peopl, deputi, govern, budget, parti 
 Topic 4: year, minist, budget, countri, need 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: year, hous, scheme, million, farmer 
 Topic 7: servic, fund, million, provid, support 
 Topic 8: develop, govern, ireland, budget, research 
 Topic 9: million, transport, fund, school, provid 
 Topic 10: million, sport, fund, ireland, tourism 
 Topic 11: govern, servic, year, million, also 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 36 (approx. per word bound = -6.581, relative change = 4.690e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 37 (approx. per word bound = -6.581, relative change = 3.647e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 38 (approx. per word bound = -6.581, relative change = 2.985e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 39 (approx. per word bound = -6.581, relative change = 2.592e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 40 (approx. per word bound = -6.581, relative change = 2.345e-05) 
Topic 1: tax, budget, govern, rate, year 
 Topic 2: increas, social, year, pension, allow 
 Topic 3: peopl, deputi, govern, budget, parti 
 Topic 4: year, minist, budget, countri, need 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: year, hous, scheme, million, farmer 
 Topic 7: servic, fund, million, provid, support 
 Topic 8: develop, govern, ireland, budget, research 
 Topic 9: million, transport, fund, school, provid 
 Topic 10: million, sport, fund, ireland, tourism 
 Topic 11: servic, govern, year, million, fund 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 41 (approx. per word bound = -6.581, relative change = 2.272e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 42 (approx. per word bound = -6.580, relative change = 1.901e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 43 (approx. per word bound = -6.580, relative change = 1.763e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 44 (approx. per word bound = -6.580, relative change = 1.623e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 45 (approx. per word bound = -6.580, relative change = 1.670e-05) 
Topic 1: tax, budget, govern, rate, year 
 Topic 2: increas, social, year, pension, allow 
 Topic 3: peopl, deputi, govern, budget, parti 
 Topic 4: year, minist, budget, countri, need 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: year, hous, scheme, million, farmer 
 Topic 7: servic, fund, million, provid, support 
 Topic 8: develop, govern, ireland, budget, research 
 Topic 9: million, transport, fund, school, provid 
 Topic 10: million, sport, fund, ireland, tourism 
 Topic 11: servic, govern, year, million, fund 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 46 (approx. per word bound = -6.580, relative change = 1.627e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 47 (approx. per word bound = -6.580, relative change = 1.376e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 48 (approx. per word bound = -6.580, relative change = 1.308e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 49 (approx. per word bound = -6.580, relative change = 1.182e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 50 (approx. per word bound = -6.580, relative change = 2.196e-05) 
Topic 1: tax, budget, govern, rate, year 
 Topic 2: increas, social, year, pension, allow 
 Topic 3: peopl, deputi, govern, budget, parti 
 Topic 4: year, minist, budget, countri, need 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: year, hous, scheme, million, farmer 
 Topic 7: servic, fund, million, provid, support 
 Topic 8: develop, govern, ireland, budget, research 
 Topic 9: million, transport, fund, school, provid 
 Topic 10: million, sport, ireland, fund, tourism 
 Topic 11: servic, govern, year, million, fund 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 51 (approx. per word bound = -6.580, relative change = 1.623e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 52 (approx. per word bound = -6.579, relative change = 1.667e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 53 (approx. per word bound = -6.579, relative change = 1.726e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 54 (approx. per word bound = -6.579, relative change = 1.729e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 55 (approx. per word bound = -6.579, relative change = 1.422e-05) 
Topic 1: tax, budget, govern, rate, year 
 Topic 2: increas, social, year, pension, allow 
 Topic 3: peopl, deputi, govern, budget, parti 
 Topic 4: year, minist, budget, countri, need 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: year, hous, scheme, million, farmer 
 Topic 7: servic, fund, million, provid, support 
 Topic 8: develop, govern, ireland, budget, research 
 Topic 9: million, transport, fund, school, provid 
 Topic 10: million, sport, ireland, fund, tourism 
 Topic 11: servic, govern, year, million, fund 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 56 (approx. per word bound = -6.579, relative change = 1.452e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 57 (approx. per word bound = -6.579, relative change = 1.424e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 58 (approx. per word bound = -6.579, relative change = 1.180e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	............
	 Recovering initialization...
 	.........................................
Initialization complete.
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.856) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.674, relative change = 2.654e-02) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 3 (approx. per word bound = -6.632, relative change = 6.331e-03) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 4 (approx. per word bound = -6.612, relative change = 3.004e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -6.601, relative change = 1.726e-03) 
Topic 1: million, fund, budget, year, reduct 
 Topic 2: increas, year, scheme, farmer, million 
 Topic 3: peopl, govern, budget, deputi, opposit 
 Topic 4: year, system, budget, minist, work 
 Topic 5: tax, govern, year, deputi, budget 
 Topic 6: hous, year, local, govern, author 
 Topic 7: servic, fund, million, provid, support 
 Topic 8: develop, ireland, budget, govern, research 
 Topic 9: school, million, educ, provid, transport 
 Topic 10: million, year, sport, tourism, fund 
 Topic 11: govern, year, servic, budget, programm 
 Topic 12: increas, year, social, rate, peopl 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -6.594, relative change = 1.063e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 7 (approx. per word bound = -6.589, relative change = 7.197e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 8 (approx. per word bound = -6.585, relative change = 5.389e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 9 (approx. per word bound = -6.583, relative change = 4.182e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 10 (approx. per word bound = -6.580, relative change = 3.228e-04) 
Topic 1: million, fund, year, reduct, public 
 Topic 2: year, scheme, farmer, increas, million 
 Topic 3: peopl, govern, budget, deputi, opposit 
 Topic 4: year, budget, minist, system, work 
 Topic 5: tax, govern, year, budget, deputi 
 Topic 6: hous, local, year, author, govern 
 Topic 7: servic, fund, million, provid, support 
 Topic 8: develop, ireland, budget, govern, research 
 Topic 9: school, educ, transport, million, provid 
 Topic 10: million, sport, fund, ireland, tourism 
 Topic 11: govern, servic, year, budget, programm 
 Topic 12: increas, social, year, pension, allow 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 11 (approx. per word bound = -6.579, relative change = 2.560e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 12 (approx. per word bound = -6.577, relative change = 2.149e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 13 (approx. per word bound = -6.576, relative change = 1.900e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 14 (approx. per word bound = -6.575, relative change = 1.722e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 15 (approx. per word bound = -6.574, relative change = 1.554e-04) 
Topic 1: million, fund, year, reduct, public 
 Topic 2: year, scheme, farmer, million, farm 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: year, minist, budget, countri, need 
 Topic 5: tax, govern, year, budget, rate 
 Topic 6: hous, local, year, author, govern 
 Topic 7: servic, fund, million, provid, care 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: educ, school, million, transport, provid 
 Topic 10: million, sport, ireland, fund, tourism 
 Topic 11: govern, servic, year, million, programm 
 Topic 12: increas, social, year, pension, allow 
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Completed E-Step (0 seconds). 
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Completing Iteration 16 (approx. per word bound = -6.573, relative change = 1.365e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 17 (approx. per word bound = -6.572, relative change = 1.190e-04) 
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Completing Iteration 18 (approx. per word bound = -6.572, relative change = 1.024e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 19 (approx. per word bound = -6.571, relative change = 9.727e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 20 (approx. per word bound = -6.570, relative change = 9.981e-05) 
Topic 1: million, fund, year, public, reduct 
 Topic 2: year, farmer, scheme, million, farm 
 Topic 3: peopl, deputi, govern, budget, opposit 
 Topic 4: year, minist, budget, countri, peopl 
 Topic 5: tax, govern, year, budget, rate 
 Topic 6: hous, local, year, author, govern 
 Topic 7: servic, fund, million, provid, care 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: educ, school, million, transport, provid 
 Topic 10: million, sport, ireland, fund, tourism 
 Topic 11: govern, servic, year, million, programm 
 Topic 12: increas, social, year, pension, allow 
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Completed E-Step (0 seconds). 
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Completing Iteration 21 (approx. per word bound = -6.570, relative change = 1.090e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 22 (approx. per word bound = -6.569, relative change = 1.112e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 23 (approx. per word bound = -6.568, relative change = 1.005e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 24 (approx. per word bound = -6.568, relative change = 8.626e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 25 (approx. per word bound = -6.567, relative change = 8.177e-05) 
Topic 1: million, fund, year, public, reduct 
 Topic 2: year, farmer, scheme, million, farm 
 Topic 3: deputi, peopl, govern, budget, parti 
 Topic 4: year, minist, budget, countri, peopl 
 Topic 5: tax, govern, year, budget, rate 
 Topic 6: hous, local, year, author, water 
 Topic 7: servic, fund, million, provid, care 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: educ, school, million, transport, provid 
 Topic 10: million, sport, ireland, fund, tourism 
 Topic 11: govern, servic, year, million, sector 
 Topic 12: increas, social, year, pension, allow 
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Completed E-Step (0 seconds). 
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Completing Iteration 26 (approx. per word bound = -6.567, relative change = 7.994e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 27 (approx. per word bound = -6.566, relative change = 7.378e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 28 (approx. per word bound = -6.566, relative change = 6.623e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 29 (approx. per word bound = -6.565, relative change = 6.179e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 30 (approx. per word bound = -6.565, relative change = 5.555e-05) 
Topic 1: million, fund, year, public, reduct 
 Topic 2: year, farmer, scheme, farm, million 
 Topic 3: deputi, peopl, govern, budget, parti 
 Topic 4: year, minist, budget, countri, peopl 
 Topic 5: tax, govern, budget, year, rate 
 Topic 6: hous, local, year, author, water 
 Topic 7: servic, fund, million, provid, care 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: educ, school, million, transport, provid 
 Topic 10: million, sport, ireland, fund, tourism 
 Topic 11: govern, servic, year, million, sector 
 Topic 12: increas, social, year, pension, allow 
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Completed E-Step (0 seconds). 
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Completing Iteration 31 (approx. per word bound = -6.565, relative change = 4.992e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 32 (approx. per word bound = -6.564, relative change = 4.316e-05) 
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Completing Iteration 33 (approx. per word bound = -6.564, relative change = 3.830e-05) 
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Completing Iteration 34 (approx. per word bound = -6.564, relative change = 3.552e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 35 (approx. per word bound = -6.564, relative change = 3.308e-05) 
Topic 1: million, fund, year, public, reduct 
 Topic 2: year, farmer, scheme, farm, million 
 Topic 3: deputi, peopl, govern, budget, parti 
 Topic 4: year, minist, budget, countri, peopl 
 Topic 5: tax, govern, budget, year, rate 
 Topic 6: hous, local, year, author, water 
 Topic 7: servic, fund, million, provid, care 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: educ, school, million, transport, provid 
 Topic 10: million, sport, ireland, fund, tourism 
 Topic 11: servic, govern, year, million, sector 
 Topic 12: increas, social, year, pension, allow 
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Completed E-Step (0 seconds). 
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Completing Iteration 36 (approx. per word bound = -6.563, relative change = 3.125e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 37 (approx. per word bound = -6.563, relative change = 2.751e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 38 (approx. per word bound = -6.563, relative change = 2.401e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 39 (approx. per word bound = -6.563, relative change = 2.689e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 40 (approx. per word bound = -6.563, relative change = 3.063e-05) 
Topic 1: million, fund, year, public, reduct 
 Topic 2: year, farmer, scheme, farm, million 
 Topic 3: deputi, govern, peopl, budget, parti 
 Topic 4: year, minist, budget, countri, peopl 
 Topic 5: tax, govern, budget, year, rate 
 Topic 6: hous, local, year, author, water 
 Topic 7: servic, fund, million, provid, care 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: educ, school, million, transport, provid 
 Topic 10: million, sport, ireland, fund, tourism 
 Topic 11: servic, govern, year, million, sector 
 Topic 12: increas, social, year, pension, allow 
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Completed E-Step (0 seconds). 
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Completing Iteration 41 (approx. per word bound = -6.562, relative change = 3.398e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 42 (approx. per word bound = -6.562, relative change = 3.688e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 43 (approx. per word bound = -6.562, relative change = 2.795e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 44 (approx. per word bound = -6.562, relative change = 2.432e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 45 (approx. per word bound = -6.562, relative change = 2.411e-05) 
Topic 1: million, fund, year, public, road 
 Topic 2: year, farmer, scheme, farm, million 
 Topic 3: deputi, govern, peopl, budget, parti 
 Topic 4: year, minist, budget, countri, peopl 
 Topic 5: tax, govern, budget, year, rate 
 Topic 6: hous, local, year, author, water 
 Topic 7: servic, fund, million, provid, care 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: educ, school, million, transport, provid 
 Topic 10: million, sport, ireland, fund, tourism 
 Topic 11: servic, govern, year, million, sector 
 Topic 12: increas, social, year, pension, allow 
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Completed E-Step (0 seconds). 
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Completing Iteration 46 (approx. per word bound = -6.562, relative change = 2.406e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 47 (approx. per word bound = -6.561, relative change = 2.445e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 48 (approx. per word bound = -6.561, relative change = 2.558e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 49 (approx. per word bound = -6.561, relative change = 3.298e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 50 (approx. per word bound = -6.561, relative change = 3.856e-05) 
Topic 1: million, fund, year, public, road 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: deputi, govern, peopl, budget, parti 
 Topic 4: year, minist, budget, countri, peopl 
 Topic 5: tax, govern, budget, year, rate 
 Topic 6: hous, local, year, author, water 
 Topic 7: servic, fund, million, provid, care 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: educ, school, million, transport, provid 
 Topic 10: million, sport, ireland, fund, tourism 
 Topic 11: servic, govern, year, million, sector 
 Topic 12: increas, social, year, pension, allow 
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Completed E-Step (0 seconds). 
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Completing Iteration 51 (approx. per word bound = -6.561, relative change = 2.992e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 52 (approx. per word bound = -6.560, relative change = 2.686e-05) 
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Completing Iteration 53 (approx. per word bound = -6.560, relative change = 2.596e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 54 (approx. per word bound = -6.560, relative change = 2.126e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 55 (approx. per word bound = -6.560, relative change = 2.447e-05) 
Topic 1: million, fund, year, public, road 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: deputi, govern, peopl, budget, parti 
 Topic 4: year, minist, countri, budget, peopl 
 Topic 5: tax, govern, budget, year, rate 
 Topic 6: hous, local, year, author, water 
 Topic 7: servic, fund, million, provid, care 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: educ, school, million, transport, provid 
 Topic 10: million, ireland, sport, fund, tourism 
 Topic 11: servic, govern, year, million, sector 
 Topic 12: increas, social, year, pension, allow 
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Completed E-Step (0 seconds). 
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Completing Iteration 56 (approx. per word bound = -6.560, relative change = 2.642e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 57 (approx. per word bound = -6.560, relative change = 1.803e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 58 (approx. per word bound = -6.560, relative change = 1.500e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 59 (approx. per word bound = -6.559, relative change = 1.656e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 60 (approx. per word bound = -6.559, relative change = 1.747e-05) 
Topic 1: million, fund, year, public, road 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: deputi, govern, peopl, budget, parti 
 Topic 4: year, minist, countri, budget, peopl 
 Topic 5: tax, govern, budget, year, rate 
 Topic 6: hous, local, year, author, water 
 Topic 7: servic, fund, million, provid, care 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: educ, school, million, transport, provid 
 Topic 10: million, ireland, sport, fund, tourism 
 Topic 11: servic, govern, year, million, sector 
 Topic 12: increas, social, year, pension, allow 
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Completed E-Step (0 seconds). 
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Completing Iteration 61 (approx. per word bound = -6.559, relative change = 1.966e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 62 (approx. per word bound = -6.559, relative change = 1.691e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 63 (approx. per word bound = -6.559, relative change = 1.553e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 64 (approx. per word bound = -6.559, relative change = 1.528e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 65 (approx. per word bound = -6.559, relative change = 1.425e-05) 
Topic 1: million, fund, year, public, road 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: deputi, govern, peopl, budget, parti 
 Topic 4: year, minist, countri, budget, peopl 
 Topic 5: tax, govern, budget, year, rate 
 Topic 6: hous, local, year, author, water 
 Topic 7: servic, fund, million, provid, care 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: educ, school, million, transport, provid 
 Topic 10: million, ireland, sport, fund, tourism 
 Topic 11: servic, govern, year, million, programm 
 Topic 12: increas, social, year, pension, allow 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 66 (approx. per word bound = -6.559, relative change = 1.249e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 67 (approx. per word bound = -6.559, relative change = 1.091e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	.............
	 Recovering initialization...
 	.........................................
Initialization complete.
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 1 (approx. per word bound = -6.847) 
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Completed E-Step (0 seconds). 
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Completing Iteration 2 (approx. per word bound = -6.657, relative change = 2.782e-02) 
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Completed E-Step (0 seconds). 
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Completing Iteration 3 (approx. per word bound = -6.616, relative change = 6.095e-03) 
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Completed E-Step (0 seconds). 
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Completing Iteration 4 (approx. per word bound = -6.598, relative change = 2.751e-03) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -6.588, relative change = 1.534e-03) 
Topic 1: million, transport, fund, year, public 
 Topic 2: increas, year, scheme, farmer, million 
 Topic 3: peopl, govern, budget, deputi, opposit 
 Topic 4: year, system, minist, budget, work 
 Topic 5: tax, deputi, govern, year, budget 
 Topic 6: hous, year, local, author, govern 
 Topic 7: servic, care, peopl, year, support 
 Topic 8: develop, ireland, budget, govern, research 
 Topic 9: school, educ, million, provid, programm 
 Topic 10: million, sport, year, tourism, fund 
 Topic 11: govern, budget, year, econom, peopl 
 Topic 12: increas, rate, tax, year, social 
 Topic 13: servic, fund, provid, million, programm 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -6.582, relative change = 9.708e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 7 (approx. per word bound = -6.577, relative change = 6.641e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 8 (approx. per word bound = -6.574, relative change = 4.818e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 9 (approx. per word bound = -6.571, relative change = 3.977e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 10 (approx. per word bound = -6.569, relative change = 3.408e-04) 
Topic 1: million, transport, fund, public, year 
 Topic 2: year, scheme, increas, farmer, million 
 Topic 3: peopl, govern, budget, deputi, countri 
 Topic 4: year, budget, minist, system, work 
 Topic 5: tax, deputi, year, govern, budget 
 Topic 6: hous, year, local, author, govern 
 Topic 7: servic, care, peopl, support, million 
 Topic 8: develop, ireland, budget, govern, research 
 Topic 9: educ, school, million, provid, programm 
 Topic 10: million, sport, fund, ireland, tourism 
 Topic 11: govern, budget, year, peopl, econom 
 Topic 12: increas, social, rate, year, pension 
 Topic 13: servic, fund, provid, million, programm 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 11 (approx. per word bound = -6.567, relative change = 2.976e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 12 (approx. per word bound = -6.565, relative change = 2.768e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 13 (approx. per word bound = -6.564, relative change = 2.587e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 14 (approx. per word bound = -6.562, relative change = 2.403e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 15 (approx. per word bound = -6.561, relative change = 2.136e-04) 
Topic 1: million, transport, fund, year, public 
 Topic 2: year, scheme, farmer, million, farm 
 Topic 3: peopl, govern, budget, deputi, countri 
 Topic 4: year, minist, budget, countri, system 
 Topic 5: tax, deputi, year, govern, budget 
 Topic 6: hous, local, year, author, govern 
 Topic 7: servic, care, peopl, million, support 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: educ, school, million, provid, increas 
 Topic 10: million, sport, ireland, fund, tourism 
 Topic 11: govern, budget, year, peopl, econom 
 Topic 12: increas, social, year, pension, rate 
 Topic 13: servic, fund, provid, million, depart 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 16 (approx. per word bound = -6.560, relative change = 1.931e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 17 (approx. per word bound = -6.558, relative change = 1.835e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 18 (approx. per word bound = -6.557, relative change = 1.709e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 19 (approx. per word bound = -6.556, relative change = 1.558e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 20 (approx. per word bound = -6.555, relative change = 1.494e-04) 
Topic 1: million, transport, fund, year, public 
 Topic 2: year, scheme, farmer, million, farm 
 Topic 3: peopl, govern, budget, deputi, countri 
 Topic 4: year, minist, budget, countri, peopl 
 Topic 5: tax, govern, deputi, year, budget 
 Topic 6: hous, local, year, author, govern 
 Topic 7: servic, care, peopl, million, health 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: educ, school, million, provid, increas 
 Topic 10: million, sport, ireland, fund, tourism 
 Topic 11: govern, budget, year, peopl, tax 
 Topic 12: increas, social, year, pension, benefit 
 Topic 13: servic, fund, provid, million, depart 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 21 (approx. per word bound = -6.554, relative change = 1.504e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 22 (approx. per word bound = -6.553, relative change = 1.384e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 23 (approx. per word bound = -6.553, relative change = 1.229e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 24 (approx. per word bound = -6.552, relative change = 1.121e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 25 (approx. per word bound = -6.551, relative change = 1.092e-04) 
Topic 1: million, transport, fund, road, year 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, govern, budget, deputi, countri 
 Topic 4: year, minist, budget, countri, peopl 
 Topic 5: tax, year, govern, deputi, budget 
 Topic 6: hous, local, year, author, govern 
 Topic 7: servic, care, health, peopl, million 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: educ, school, million, provid, increas 
 Topic 10: million, sport, ireland, fund, tourism 
 Topic 11: govern, budget, peopl, year, tax 
 Topic 12: increas, social, year, pension, allow 
 Topic 13: servic, fund, provid, million, depart 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 26 (approx. per word bound = -6.550, relative change = 9.493e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 27 (approx. per word bound = -6.550, relative change = 8.701e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 28 (approx. per word bound = -6.549, relative change = 7.912e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 29 (approx. per word bound = -6.549, relative change = 1.005e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 30 (approx. per word bound = -6.548, relative change = 1.441e-04) 
Topic 1: million, transport, road, fund, public 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, govern, budget, deputi, countri 
 Topic 4: year, minist, budget, countri, peopl 
 Topic 5: tax, year, govern, deputi, budget 
 Topic 6: hous, local, year, author, govern 
 Topic 7: servic, care, health, peopl, million 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: educ, school, provid, increas, million 
 Topic 10: million, sport, ireland, fund, tourism 
 Topic 11: govern, budget, peopl, year, tax 
 Topic 12: increas, social, year, pension, allow 
 Topic 13: servic, fund, provid, million, depart 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 31 (approx. per word bound = -6.547, relative change = 1.292e-04) 
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Completing Iteration 32 (approx. per word bound = -6.546, relative change = 1.041e-04) 
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Completing Iteration 33 (approx. per word bound = -6.546, relative change = 8.143e-05) 
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Completing Iteration 34 (approx. per word bound = -6.545, relative change = 6.505e-05) 
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Completing Iteration 35 (approx. per word bound = -6.545, relative change = 5.749e-05) 
Topic 1: million, transport, road, fund, public 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, govern, budget, deputi, countri 
 Topic 4: year, minist, countri, budget, peopl 
 Topic 5: tax, year, govern, deputi, budget 
 Topic 6: hous, local, year, author, govern 
 Topic 7: servic, care, health, peopl, million 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: educ, school, provid, increas, programm 
 Topic 10: million, sport, ireland, fund, tourism 
 Topic 11: govern, budget, peopl, year, tax 
 Topic 12: increas, social, year, pension, allow 
 Topic 13: servic, fund, provid, million, depart 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 36 (approx. per word bound = -6.545, relative change = 5.537e-05) 
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Completing Iteration 37 (approx. per word bound = -6.544, relative change = 5.255e-05) 
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Completing Iteration 38 (approx. per word bound = -6.544, relative change = 4.819e-05) 
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Completing Iteration 39 (approx. per word bound = -6.544, relative change = 4.258e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 40 (approx. per word bound = -6.543, relative change = 3.495e-05) 
Topic 1: million, transport, road, fund, public 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, govern, budget, deputi, countri 
 Topic 4: year, minist, countri, budget, peopl 
 Topic 5: tax, year, govern, deputi, budget 
 Topic 6: hous, local, year, author, water 
 Topic 7: servic, care, health, peopl, million 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: educ, school, provid, increas, million 
 Topic 10: million, sport, ireland, fund, tourism 
 Topic 11: govern, budget, peopl, year, tax 
 Topic 12: increas, social, year, pension, allow 
 Topic 13: servic, fund, provid, million, depart 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 41 (approx. per word bound = -6.543, relative change = 2.708e-05) 
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Completing Iteration 42 (approx. per word bound = -6.543, relative change = 2.489e-05) 
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Completing Iteration 43 (approx. per word bound = -6.543, relative change = 2.871e-05) 
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Completing Iteration 44 (approx. per word bound = -6.543, relative change = 4.011e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 45 (approx. per word bound = -6.542, relative change = 5.383e-05) 
Topic 1: million, transport, road, fund, public 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, govern, budget, deputi, countri 
 Topic 4: year, minist, countri, budget, peopl 
 Topic 5: tax, year, govern, deputi, budget 
 Topic 6: hous, local, year, author, water 
 Topic 7: servic, care, health, peopl, million 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: educ, school, provid, increas, million 
 Topic 10: million, sport, ireland, fund, tourism 
 Topic 11: govern, budget, peopl, year, tax 
 Topic 12: increas, social, year, pension, allow 
 Topic 13: servic, fund, provid, million, depart 
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Completed E-Step (0 seconds). 
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Completing Iteration 46 (approx. per word bound = -6.542, relative change = 4.434e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 47 (approx. per word bound = -6.542, relative change = 2.544e-05) 
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Completing Iteration 48 (approx. per word bound = -6.542, relative change = 1.807e-05) 
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Completing Iteration 49 (approx. per word bound = -6.542, relative change = 1.644e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 50 (approx. per word bound = -6.541, relative change = 1.599e-05) 
Topic 1: million, transport, road, fund, public 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, govern, budget, deputi, countri 
 Topic 4: year, minist, countri, budget, peopl 
 Topic 5: tax, year, govern, deputi, budget 
 Topic 6: hous, local, year, author, water 
 Topic 7: servic, care, health, peopl, million 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: educ, school, provid, increas, million 
 Topic 10: million, sport, ireland, fund, tourism 
 Topic 11: govern, budget, peopl, year, tax 
 Topic 12: increas, social, year, pension, allow 
 Topic 13: servic, fund, provid, million, depart 
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Completed E-Step (0 seconds). 
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Completing Iteration 51 (approx. per word bound = -6.541, relative change = 1.879e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 52 (approx. per word bound = -6.541, relative change = 2.215e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 53 (approx. per word bound = -6.541, relative change = 2.778e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 54 (approx. per word bound = -6.541, relative change = 2.621e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 55 (approx. per word bound = -6.541, relative change = 2.213e-05) 
Topic 1: million, transport, road, fund, public 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, govern, budget, deputi, countri 
 Topic 4: year, minist, countri, budget, peopl 
 Topic 5: tax, year, govern, deputi, budget 
 Topic 6: hous, local, year, author, water 
 Topic 7: servic, care, health, peopl, million 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: educ, school, provid, increas, million 
 Topic 10: million, sport, ireland, fund, tourism 
 Topic 11: govern, budget, peopl, year, tax 
 Topic 12: increas, social, year, pension, allow 
 Topic 13: servic, provid, fund, million, depart 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 56 (approx. per word bound = -6.541, relative change = 1.685e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 57 (approx. per word bound = -6.540, relative change = 1.556e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 58 (approx. per word bound = -6.540, relative change = 1.892e-05) 
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Completing Iteration 59 (approx. per word bound = -6.540, relative change = 2.839e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 60 (approx. per word bound = -6.540, relative change = 2.806e-05) 
Topic 1: million, transport, road, fund, public 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, govern, budget, deputi, year 
 Topic 4: year, minist, countri, budget, peopl 
 Topic 5: tax, year, govern, budget, deputi 
 Topic 6: hous, local, year, author, water 
 Topic 7: servic, care, health, peopl, million 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: educ, school, provid, increas, million 
 Topic 10: million, sport, ireland, fund, tourism 
 Topic 11: govern, budget, peopl, year, tax 
 Topic 12: increas, social, year, pension, allow 
 Topic 13: servic, provid, fund, million, depart 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 61 (approx. per word bound = -6.540, relative change = 2.118e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 62 (approx. per word bound = -6.540, relative change = 1.536e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 63 (approx. per word bound = -6.540, relative change = 1.396e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 64 (approx. per word bound = -6.540, relative change = 1.464e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 65 (approx. per word bound = -6.539, relative change = 1.473e-05) 
Topic 1: million, transport, road, fund, public 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, govern, budget, deputi, year 
 Topic 4: year, minist, countri, budget, peopl 
 Topic 5: tax, year, govern, budget, deputi 
 Topic 6: hous, local, year, author, water 
 Topic 7: servic, care, health, peopl, million 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: educ, school, provid, increas, million 
 Topic 10: million, ireland, sport, fund, tourism 
 Topic 11: govern, budget, peopl, year, tax 
 Topic 12: increas, social, year, pension, allow 
 Topic 13: servic, provid, fund, million, depart 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 66 (approx. per word bound = -6.539, relative change = 1.586e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 67 (approx. per word bound = -6.539, relative change = 1.896e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 68 (approx. per word bound = -6.539, relative change = 2.216e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 69 (approx. per word bound = -6.539, relative change = 2.411e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 70 (approx. per word bound = -6.539, relative change = 1.846e-05) 
Topic 1: million, transport, road, fund, public 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, govern, budget, deputi, year 
 Topic 4: year, minist, countri, budget, peopl 
 Topic 5: tax, year, govern, budget, deputi 
 Topic 6: hous, local, year, author, water 
 Topic 7: servic, care, health, peopl, million 
 Topic 8: develop, ireland, govern, budget, research 
 Topic 9: educ, school, provid, increas, million 
 Topic 10: million, ireland, sport, fund, tourism 
 Topic 11: govern, budget, peopl, tax, year 
 Topic 12: increas, social, year, pension, allow 
 Topic 13: servic, provid, fund, million, depart 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 71 (approx. per word bound = -6.539, relative change = 1.348e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 72 (approx. per word bound = -6.539, relative change = 1.302e-05) 
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Completing Iteration 73 (approx. per word bound = -6.539, relative change = 1.330e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 74 (approx. per word bound = -6.538, relative change = 1.160e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	..............
	 Recovering initialization...
 	.........................................
Initialization complete.
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Completed E-Step (0 seconds). 
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Completing Iteration 1 (approx. per word bound = -6.837) 
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Completed E-Step (0 seconds). 
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Completing Iteration 2 (approx. per word bound = -6.649, relative change = 2.745e-02) 
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Completed E-Step (0 seconds). 
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Completing Iteration 3 (approx. per word bound = -6.604, relative change = 6.786e-03) 
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Completed E-Step (0 seconds). 
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Completing Iteration 4 (approx. per word bound = -6.584, relative change = 3.030e-03) 
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Completed E-Step (0 seconds). 
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Completing Iteration 5 (approx. per word bound = -6.572, relative change = 1.769e-03) 
Topic 1: transport, road, public, year, million 
 Topic 2: increas, year, scheme, deputi, farmer 
 Topic 3: peopl, govern, deputi, opposit, budget 
 Topic 4: year, budget, chang, need, system 
 Topic 5: tax, deputi, govern, year, peopl 
 Topic 6: hous, year, local, govern, scheme 
 Topic 7: increas, peopl, year, social, allow 
 Topic 8: develop, ireland, research, budget, govern 
 Topic 9: million, fund, increas, educ, programm 
 Topic 10: million, sport, year, tourism, fund 
 Topic 11: govern, year, budget, water, econom 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, provid, programm 
 Topic 14: servic, year, provid, educ, million 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 6 (approx. per word bound = -6.565, relative change = 1.092e-03) 
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Completed E-Step (0 seconds). 
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Completing Iteration 7 (approx. per word bound = -6.561, relative change = 7.132e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 8 (approx. per word bound = -6.557, relative change = 5.071e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 9 (approx. per word bound = -6.555, relative change = 4.046e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 10 (approx. per word bound = -6.553, relative change = 3.060e-04) 
Topic 1: transport, road, million, year, public 
 Topic 2: increas, year, scheme, budget, farmer 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: year, budget, need, countri, chang 
 Topic 5: deputi, year, tax, govern, peopl 
 Topic 6: hous, year, local, govern, scheme 
 Topic 7: increas, social, year, peopl, allow 
 Topic 8: develop, ireland, research, budget, invest 
 Topic 9: million, fund, increas, educ, school 
 Topic 10: million, sport, ireland, fund, tourism 
 Topic 11: govern, water, year, budget, protect 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, provid, programm 
 Topic 14: servic, year, million, provid, garda 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 11 (approx. per word bound = -6.551, relative change = 2.476e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 12 (approx. per word bound = -6.550, relative change = 2.007e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 13 (approx. per word bound = -6.549, relative change = 1.643e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 14 (approx. per word bound = -6.548, relative change = 1.351e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 15 (approx. per word bound = -6.547, relative change = 1.323e-04) 
Topic 1: transport, million, road, year, public 
 Topic 2: year, increas, scheme, budget, farmer 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: year, budget, countri, minist, need 
 Topic 5: deputi, year, tax, govern, peopl 
 Topic 6: hous, year, local, govern, scheme 
 Topic 7: increas, social, year, peopl, allow 
 Topic 8: develop, ireland, research, budget, emiss 
 Topic 9: million, educ, school, increas, fund 
 Topic 10: million, sport, ireland, fund, tourism 
 Topic 11: govern, water, year, budget, local 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, year, provid, million, garda 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 16 (approx. per word bound = -6.545, relative change = 2.962e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 17 (approx. per word bound = -6.543, relative change = 2.717e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 18 (approx. per word bound = -6.542, relative change = 1.627e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 19 (approx. per word bound = -6.541, relative change = 1.221e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 20 (approx. per word bound = -6.541, relative change = 9.062e-05) 
Topic 1: transport, million, road, fund, public 
 Topic 2: year, increas, scheme, farmer, budget 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: year, budget, minist, countri, need 
 Topic 5: deputi, year, tax, govern, peopl 
 Topic 6: hous, year, local, govern, scheme 
 Topic 7: increas, social, year, peopl, allow 
 Topic 8: develop, ireland, research, emiss, budget 
 Topic 9: million, school, educ, increas, programm 
 Topic 10: million, sport, ireland, fund, tourism 
 Topic 11: govern, water, year, budget, local 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, year, provid, garda, million 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 21 (approx. per word bound = -6.540, relative change = 9.495e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 22 (approx. per word bound = -6.539, relative change = 9.615e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 23 (approx. per word bound = -6.539, relative change = 9.797e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 24 (approx. per word bound = -6.538, relative change = 8.966e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 25 (approx. per word bound = -6.538, relative change = 8.115e-05) 
Topic 1: million, transport, road, fund, public 
 Topic 2: year, increas, scheme, farmer, million 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: year, budget, minist, countri, need 
 Topic 5: deputi, year, tax, govern, peopl 
 Topic 6: hous, year, local, govern, scheme 
 Topic 7: increas, social, year, pension, peopl 
 Topic 8: develop, ireland, research, emiss, budget 
 Topic 9: school, million, educ, increas, programm 
 Topic 10: million, sport, ireland, tourism, fund 
 Topic 11: govern, water, year, budget, local 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, garda, provid, year, million 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 26 (approx. per word bound = -6.537, relative change = 8.027e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 27 (approx. per word bound = -6.537, relative change = 8.087e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 28 (approx. per word bound = -6.536, relative change = 7.879e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 29 (approx. per word bound = -6.536, relative change = 7.407e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 30 (approx. per word bound = -6.535, relative change = 6.830e-05) 
Topic 1: million, transport, road, fund, project 
 Topic 2: year, scheme, farmer, increas, million 
 Topic 3: peopl, deputi, govern, budget, parti 
 Topic 4: year, budget, minist, countri, need 
 Topic 5: deputi, year, tax, govern, peopl 
 Topic 6: hous, year, local, govern, provid 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: develop, ireland, research, emiss, invest 
 Topic 9: school, educ, million, increas, programm 
 Topic 10: million, sport, ireland, tourism, fund 
 Topic 11: govern, water, year, budget, local 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, garda, provid, year, million 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 31 (approx. per word bound = -6.535, relative change = 6.506e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 32 (approx. per word bound = -6.534, relative change = 5.862e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 33 (approx. per word bound = -6.534, relative change = 5.204e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 34 (approx. per word bound = -6.534, relative change = 4.921e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 35 (approx. per word bound = -6.533, relative change = 4.909e-05) 
Topic 1: million, transport, road, fund, project 
 Topic 2: year, scheme, farmer, million, increas 
 Topic 3: peopl, deputi, govern, budget, parti 
 Topic 4: year, budget, minist, countri, need 
 Topic 5: deputi, year, tax, govern, peopl 
 Topic 6: hous, year, local, govern, provid 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: develop, ireland, research, emiss, invest 
 Topic 9: educ, school, million, increas, programm 
 Topic 10: million, sport, ireland, tourism, fund 
 Topic 11: govern, water, year, local, budget 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, garda, provid, million, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 36 (approx. per word bound = -6.533, relative change = 5.491e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 37 (approx. per word bound = -6.533, relative change = 5.466e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 38 (approx. per word bound = -6.532, relative change = 5.186e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 39 (approx. per word bound = -6.532, relative change = 5.369e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 40 (approx. per word bound = -6.532, relative change = 4.298e-05) 
Topic 1: million, transport, road, fund, project 
 Topic 2: year, scheme, farmer, million, farm 
 Topic 3: deputi, peopl, govern, budget, parti 
 Topic 4: year, budget, countri, minist, need 
 Topic 5: deputi, year, tax, govern, peopl 
 Topic 6: hous, year, local, govern, provid 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: develop, ireland, research, emiss, govern 
 Topic 9: educ, school, million, increas, programm 
 Topic 10: million, sport, ireland, tourism, fund 
 Topic 11: govern, water, year, local, budget 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, garda, provid, million, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 41 (approx. per word bound = -6.531, relative change = 3.308e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 42 (approx. per word bound = -6.531, relative change = 2.979e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 43 (approx. per word bound = -6.531, relative change = 2.834e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 44 (approx. per word bound = -6.531, relative change = 2.705e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 45 (approx. per word bound = -6.531, relative change = 2.724e-05) 
Topic 1: million, transport, road, fund, project 
 Topic 2: year, scheme, farmer, million, farm 
 Topic 3: deputi, peopl, govern, budget, parti 
 Topic 4: year, countri, budget, minist, need 
 Topic 5: deputi, year, tax, govern, peopl 
 Topic 6: hous, year, local, govern, provid 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: develop, ireland, research, emiss, govern 
 Topic 9: educ, school, million, increas, programm 
 Topic 10: million, sport, ireland, tourism, fund 
 Topic 11: govern, water, year, local, budget 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, garda, provid, million, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 46 (approx. per word bound = -6.531, relative change = 2.822e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 47 (approx. per word bound = -6.530, relative change = 2.798e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 48 (approx. per word bound = -6.530, relative change = 2.905e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 49 (approx. per word bound = -6.530, relative change = 3.003e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 50 (approx. per word bound = -6.530, relative change = 3.001e-05) 
Topic 1: million, transport, road, fund, project 
 Topic 2: year, scheme, farmer, million, farm 
 Topic 3: deputi, govern, peopl, budget, parti 
 Topic 4: year, countri, budget, minist, need 
 Topic 5: deputi, year, tax, govern, peopl 
 Topic 6: hous, year, local, govern, provid 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: develop, ireland, research, emiss, govern 
 Topic 9: educ, school, million, increas, programm 
 Topic 10: million, sport, ireland, tourism, fund 
 Topic 11: govern, water, year, local, budget 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, garda, provid, million, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 51 (approx. per word bound = -6.530, relative change = 2.818e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 52 (approx. per word bound = -6.529, relative change = 3.369e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 53 (approx. per word bound = -6.529, relative change = 4.065e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 54 (approx. per word bound = -6.529, relative change = 4.023e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 55 (approx. per word bound = -6.529, relative change = 3.513e-05) 
Topic 1: million, transport, road, fund, project 
 Topic 2: year, scheme, farmer, million, farm 
 Topic 3: deputi, govern, peopl, budget, parti 
 Topic 4: year, countri, budget, minist, peopl 
 Topic 5: deputi, year, tax, govern, peopl 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: develop, ireland, research, emiss, govern 
 Topic 9: educ, school, million, increas, programm 
 Topic 10: million, sport, ireland, tourism, fund 
 Topic 11: govern, water, year, local, budget 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, garda, provid, million, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 56 (approx. per word bound = -6.528, relative change = 3.534e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 57 (approx. per word bound = -6.528, relative change = 3.362e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 58 (approx. per word bound = -6.528, relative change = 3.165e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 59 (approx. per word bound = -6.528, relative change = 2.910e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 60 (approx. per word bound = -6.528, relative change = 2.472e-05) 
Topic 1: million, transport, road, fund, project 
 Topic 2: year, scheme, farmer, million, farm 
 Topic 3: deputi, govern, peopl, budget, parti 
 Topic 4: year, countri, budget, minist, peopl 
 Topic 5: deputi, year, tax, govern, peopl 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: develop, ireland, research, emiss, govern 
 Topic 9: educ, school, million, increas, year 
 Topic 10: million, sport, ireland, tourism, fund 
 Topic 11: govern, water, year, local, budget 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, support, provid 
 Topic 14: servic, garda, provid, million, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 61 (approx. per word bound = -6.527, relative change = 2.409e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 62 (approx. per word bound = -6.527, relative change = 2.250e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 63 (approx. per word bound = -6.527, relative change = 2.253e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 64 (approx. per word bound = -6.527, relative change = 2.379e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 65 (approx. per word bound = -6.527, relative change = 2.367e-05) 
Topic 1: million, transport, road, fund, project 
 Topic 2: year, scheme, farmer, million, farm 
 Topic 3: deputi, govern, peopl, budget, parti 
 Topic 4: year, countri, budget, minist, peopl 
 Topic 5: deputi, year, tax, govern, peopl 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: develop, ireland, research, emiss, govern 
 Topic 9: educ, school, million, increas, year 
 Topic 10: million, sport, ireland, tourism, fund 
 Topic 11: govern, water, year, local, budget 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, support, provid 
 Topic 14: servic, garda, million, provid, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 66 (approx. per word bound = -6.527, relative change = 1.972e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 67 (approx. per word bound = -6.527, relative change = 1.655e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 68 (approx. per word bound = -6.527, relative change = 1.737e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 69 (approx. per word bound = -6.526, relative change = 1.880e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 70 (approx. per word bound = -6.526, relative change = 1.804e-05) 
Topic 1: million, transport, road, fund, project 
 Topic 2: year, scheme, farmer, million, farm 
 Topic 3: deputi, govern, peopl, budget, parti 
 Topic 4: year, countri, budget, minist, peopl 
 Topic 5: deputi, year, tax, govern, peopl 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: develop, ireland, research, govern, emiss 
 Topic 9: educ, school, million, increas, year 
 Topic 10: million, sport, ireland, tourism, fund 
 Topic 11: govern, water, year, local, budget 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, support, million, provid 
 Topic 14: servic, million, provid, garda, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 71 (approx. per word bound = -6.526, relative change = 1.696e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 72 (approx. per word bound = -6.526, relative change = 1.441e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 73 (approx. per word bound = -6.526, relative change = 1.622e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 74 (approx. per word bound = -6.526, relative change = 1.448e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 75 (approx. per word bound = -6.526, relative change = 1.540e-05) 
Topic 1: million, transport, road, fund, year 
 Topic 2: year, scheme, farmer, million, farm 
 Topic 3: deputi, govern, peopl, budget, parti 
 Topic 4: year, countri, budget, minist, peopl 
 Topic 5: deputi, year, tax, govern, peopl 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: develop, ireland, research, govern, emiss 
 Topic 9: educ, school, million, increas, year 
 Topic 10: million, sport, ireland, tourism, fund 
 Topic 11: govern, water, year, local, budget 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, support, million, care 
 Topic 14: servic, million, provid, garda, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 76 (approx. per word bound = -6.526, relative change = 1.765e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 77 (approx. per word bound = -6.526, relative change = 1.942e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 78 (approx. per word bound = -6.525, relative change = 3.854e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 79 (approx. per word bound = -6.525, relative change = 4.926e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 80 (approx. per word bound = -6.525, relative change = 1.442e-05) 
Topic 1: million, transport, road, fund, year 
 Topic 2: year, scheme, farmer, million, farm 
 Topic 3: deputi, govern, budget, peopl, parti 
 Topic 4: year, countri, budget, minist, peopl 
 Topic 5: year, deputi, tax, govern, peopl 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: develop, ireland, research, govern, emiss 
 Topic 9: educ, school, million, increas, year 
 Topic 10: million, sport, ireland, tourism, fund 
 Topic 11: govern, water, year, local, budget 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, support, million, care 
 Topic 14: servic, million, provid, garda, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 81 (approx. per word bound = -6.525, relative change = 1.092e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 82 (approx. per word bound = -6.525, relative change = 1.155e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 83 (approx. per word bound = -6.525, relative change = 1.363e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 84 (approx. per word bound = -6.525, relative change = 1.397e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 85 (approx. per word bound = -6.524, relative change = 1.129e-05) 
Topic 1: million, transport, road, fund, year 
 Topic 2: year, scheme, farmer, million, farm 
 Topic 3: deputi, govern, budget, peopl, parti 
 Topic 4: year, countri, budget, minist, peopl 
 Topic 5: year, deputi, tax, govern, peopl 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: develop, ireland, research, govern, emiss 
 Topic 9: educ, school, million, increas, year 
 Topic 10: million, sport, ireland, tourism, fund 
 Topic 11: govern, water, year, local, budget 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, support, million, care 
 Topic 14: servic, million, provid, garda, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	...............
	 Recovering initialization...
 	.........................................
Initialization complete.
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.820) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.625, relative change = 2.865e-02) 
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Completed E-Step (0 seconds). 
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Completing Iteration 3 (approx. per word bound = -6.583, relative change = 6.305e-03) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 4 (approx. per word bound = -6.565, relative change = 2.738e-03) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -6.555, relative change = 1.589e-03) 
Topic 1: tax, budget, peopl, féin, sinn 
 Topic 2: year, increas, farmer, scheme, budget 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: year, need, chang, budget, system 
 Topic 5: deputi, year, govern, tax, peopl 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, peopl, allow 
 Topic 8: develop, ireland, research, budget, invest 
 Topic 9: increas, school, educ, programm, govern 
 Topic 10: sport, year, tourism, ireland, million 
 Topic 11: govern, year, sector, budget, water 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, provid, programm 
 Topic 14: servic, educ, year, provid, school 
 Topic 15: million, fund, transport, public, depart 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -6.548, relative change = 1.074e-03) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 7 (approx. per word bound = -6.543, relative change = 7.612e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 8 (approx. per word bound = -6.539, relative change = 5.398e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 9 (approx. per word bound = -6.537, relative change = 3.996e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 10 (approx. per word bound = -6.535, relative change = 3.106e-04) 
Topic 1: tax, budget, peopl, govern, year 
 Topic 2: year, increas, scheme, farmer, million 
 Topic 3: peopl, govern, budget, deputi, opposit 
 Topic 4: year, need, budget, countri, chang 
 Topic 5: deputi, year, govern, tax, peopl 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, peopl, pension 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: increas, school, programm, million, servic 
 Topic 10: sport, year, tourism, ireland, million 
 Topic 11: govern, water, year, sector, develop 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, educ, year, provid, area 
 Topic 15: million, fund, transport, road, depart 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 11 (approx. per word bound = -6.533, relative change = 2.469e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 12 (approx. per word bound = -6.532, relative change = 2.137e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 13 (approx. per word bound = -6.530, relative change = 2.043e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 14 (approx. per word bound = -6.529, relative change = 2.015e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 15 (approx. per word bound = -6.528, relative change = 1.659e-04) 
Topic 1: tax, budget, govern, peopl, year 
 Topic 2: year, scheme, farmer, increas, million 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: year, countri, budget, need, chang 
 Topic 5: deputi, year, govern, tax, peopl 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, pension, peopl 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: increas, million, programm, servic, school 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: govern, water, year, develop, sector 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, educ, year, provid, million 
 Topic 15: million, fund, transport, road, depart 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 16 (approx. per word bound = -6.527, relative change = 1.352e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 17 (approx. per word bound = -6.526, relative change = 1.180e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 18 (approx. per word bound = -6.525, relative change = 1.107e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 19 (approx. per word bound = -6.525, relative change = 9.351e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 20 (approx. per word bound = -6.524, relative change = 8.703e-05) 
Topic 1: tax, budget, govern, peopl, year 
 Topic 2: year, scheme, farmer, million, farm 
 Topic 3: peopl, deputi, govern, budget, opposit 
 Topic 4: year, countri, budget, need, chang 
 Topic 5: year, deputi, govern, tax, peopl 
 Topic 6: hous, year, local, govern, emiss 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: increas, million, servic, programm, school 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: govern, water, year, develop, energi 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, educ, provid, year, million 
 Topic 15: million, fund, transport, road, depart 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 21 (approx. per word bound = -6.524, relative change = 8.290e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 22 (approx. per word bound = -6.523, relative change = 7.384e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 23 (approx. per word bound = -6.523, relative change = 6.665e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 24 (approx. per word bound = -6.522, relative change = 6.018e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 25 (approx. per word bound = -6.522, relative change = 6.496e-05) 
Topic 1: tax, budget, govern, peopl, year 
 Topic 2: year, scheme, farmer, million, farm 
 Topic 3: peopl, deputi, govern, budget, opposit 
 Topic 4: year, countri, budget, need, chang 
 Topic 5: year, deputi, govern, tax, peopl 
 Topic 6: hous, year, local, govern, emiss 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: increas, million, servic, programm, school 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: govern, water, year, develop, energi 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, educ, provid, year, million 
 Topic 15: million, fund, transport, road, depart 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 26 (approx. per word bound = -6.521, relative change = 7.402e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 27 (approx. per word bound = -6.521, relative change = 7.803e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 28 (approx. per word bound = -6.521, relative change = 6.886e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 29 (approx. per word bound = -6.520, relative change = 7.562e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 30 (approx. per word bound = -6.520, relative change = 7.988e-05) 
Topic 1: tax, budget, govern, peopl, year 
 Topic 2: year, farmer, scheme, million, farm 
 Topic 3: peopl, deputi, govern, budget, opposit 
 Topic 4: year, countri, budget, need, chang 
 Topic 5: year, deputi, govern, tax, peopl 
 Topic 6: hous, year, local, govern, emiss 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: increas, million, servic, programm, school 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: govern, water, year, develop, energi 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, educ, provid, year, million 
 Topic 15: million, fund, transport, road, depart 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 31 (approx. per word bound = -6.519, relative change = 6.980e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 32 (approx. per word bound = -6.519, relative change = 6.630e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 33 (approx. per word bound = -6.518, relative change = 6.287e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 34 (approx. per word bound = -6.518, relative change = 5.863e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 35 (approx. per word bound = -6.517, relative change = 5.181e-05) 
Topic 1: tax, budget, govern, peopl, year 
 Topic 2: farmer, year, scheme, million, farm 
 Topic 3: peopl, deputi, govern, budget, opposit 
 Topic 4: year, countri, budget, need, chang 
 Topic 5: year, deputi, govern, tax, peopl 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: increas, million, servic, programm, school 
 Topic 10: sport, tourism, ireland, year, million 
 Topic 11: govern, water, year, develop, energi 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, educ, provid, year, million 
 Topic 15: million, fund, transport, road, depart 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 36 (approx. per word bound = -6.517, relative change = 5.003e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 37 (approx. per word bound = -6.517, relative change = 4.073e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 38 (approx. per word bound = -6.517, relative change = 3.540e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 39 (approx. per word bound = -6.516, relative change = 3.671e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 40 (approx. per word bound = -6.516, relative change = 3.997e-05) 
Topic 1: tax, budget, govern, peopl, year 
 Topic 2: farmer, year, scheme, million, farm 
 Topic 3: peopl, deputi, govern, budget, parti 
 Topic 4: year, countri, budget, need, chang 
 Topic 5: year, deputi, govern, tax, peopl 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: increas, million, servic, programm, school 
 Topic 10: sport, tourism, ireland, year, million 
 Topic 11: govern, water, year, develop, energi 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, provid, educ, year, million 
 Topic 15: million, fund, transport, road, depart 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 41 (approx. per word bound = -6.516, relative change = 3.848e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 42 (approx. per word bound = -6.516, relative change = 3.415e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 43 (approx. per word bound = -6.515, relative change = 3.564e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 44 (approx. per word bound = -6.515, relative change = 4.555e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 45 (approx. per word bound = -6.515, relative change = 5.372e-05) 
Topic 1: tax, budget, govern, peopl, year 
 Topic 2: farmer, year, scheme, million, farm 
 Topic 3: peopl, deputi, govern, budget, parti 
 Topic 4: year, countri, budget, need, peopl 
 Topic 5: year, deputi, govern, tax, peopl 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: increas, million, servic, programm, school 
 Topic 10: sport, tourism, ireland, year, million 
 Topic 11: govern, water, year, energi, develop 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, provid, educ, year, million 
 Topic 15: million, fund, transport, road, depart 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 46 (approx. per word bound = -6.514, relative change = 6.124e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 47 (approx. per word bound = -6.514, relative change = 6.042e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 48 (approx. per word bound = -6.514, relative change = 5.565e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 49 (approx. per word bound = -6.513, relative change = 5.035e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 50 (approx. per word bound = -6.513, relative change = 4.483e-05) 
Topic 1: tax, budget, govern, peopl, year 
 Topic 2: farmer, year, scheme, million, farm 
 Topic 3: peopl, deputi, govern, budget, parti 
 Topic 4: year, countri, budget, need, peopl 
 Topic 5: year, deputi, govern, tax, peopl 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: increas, million, servic, programm, school 
 Topic 10: sport, tourism, ireland, million, year 
 Topic 11: govern, water, energi, year, develop 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, provid, educ, year, million 
 Topic 15: million, fund, transport, road, servic 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 51 (approx. per word bound = -6.513, relative change = 4.332e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 52 (approx. per word bound = -6.512, relative change = 4.571e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 53 (approx. per word bound = -6.512, relative change = 4.365e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 54 (approx. per word bound = -6.512, relative change = 4.349e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 55 (approx. per word bound = -6.512, relative change = 4.198e-05) 
Topic 1: tax, budget, govern, peopl, year 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, deputi, govern, budget, parti 
 Topic 4: year, countri, budget, need, peopl 
 Topic 5: year, deputi, govern, tax, peopl 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, enterpris 
 Topic 9: increas, million, servic, programm, school 
 Topic 10: sport, tourism, ireland, million, year 
 Topic 11: govern, water, energi, year, emiss 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, support, provid 
 Topic 14: servic, provid, year, educ, million 
 Topic 15: million, fund, transport, road, servic 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 56 (approx. per word bound = -6.511, relative change = 4.249e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 57 (approx. per word bound = -6.511, relative change = 3.837e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 58 (approx. per word bound = -6.511, relative change = 3.426e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 59 (approx. per word bound = -6.511, relative change = 3.384e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 60 (approx. per word bound = -6.510, relative change = 2.987e-05) 
Topic 1: tax, budget, govern, peopl, year 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, deputi, govern, budget, parti 
 Topic 4: year, countri, budget, need, peopl 
 Topic 5: deputi, year, govern, tax, peopl 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, enterpris 
 Topic 9: increas, million, servic, programm, school 
 Topic 10: sport, tourism, ireland, million, year 
 Topic 11: govern, water, energi, emiss, year 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, support, provid 
 Topic 14: servic, provid, year, million, educ 
 Topic 15: million, fund, transport, road, servic 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 61 (approx. per word bound = -6.510, relative change = 2.200e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 62 (approx. per word bound = -6.510, relative change = 1.588e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 63 (approx. per word bound = -6.510, relative change = 1.435e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 64 (approx. per word bound = -6.510, relative change = 1.578e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 65 (approx. per word bound = -6.510, relative change = 1.605e-05) 
Topic 1: tax, budget, govern, peopl, year 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, deputi, govern, budget, parti 
 Topic 4: year, countri, budget, need, peopl 
 Topic 5: deputi, year, govern, tax, peopl 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, enterpris 
 Topic 9: increas, million, servic, programm, school 
 Topic 10: sport, tourism, ireland, million, year 
 Topic 11: govern, water, energi, emiss, year 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, support, provid 
 Topic 14: servic, provid, million, year, educ 
 Topic 15: million, fund, transport, road, servic 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 66 (approx. per word bound = -6.510, relative change = 1.288e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 67 (approx. per word bound = -6.510, relative change = 1.316e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 68 (approx. per word bound = -6.510, relative change = 1.155e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 69 (approx. per word bound = -6.510, relative change = 1.051e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 70 (approx. per word bound = -6.510, relative change = 1.103e-05) 
Topic 1: tax, budget, govern, peopl, year 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, deputi, govern, budget, parti 
 Topic 4: year, countri, budget, need, peopl 
 Topic 5: deputi, year, govern, tax, peopl 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: increas, million, servic, programm, school 
 Topic 10: sport, tourism, ireland, million, year 
 Topic 11: govern, water, energi, emiss, year 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, support, care 
 Topic 14: servic, provid, million, year, educ 
 Topic 15: million, fund, transport, road, servic 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 71 (approx. per word bound = -6.509, relative change = 1.199e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	................
	 Recovering initialization...
 	.........................................
Initialization complete.
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.811) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.616, relative change = 2.856e-02) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 3 (approx. per word bound = -6.570, relative change = 7.001e-03) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 4 (approx. per word bound = -6.551, relative change = 2.880e-03) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -6.541, relative change = 1.615e-03) 
Topic 1: deputi, tax, féin, sinn, labour 
 Topic 2: year, increas, scheme, farmer, million 
 Topic 3: peopl, govern, deputi, opposit, budget 
 Topic 4: year, system, time, deputi, student 
 Topic 5: deputi, year, govern, tax, social 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, peopl, allow 
 Topic 8: develop, ireland, research, budget, invest 
 Topic 9: increas, educ, school, programm, provid 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: govern, energi, emiss, budget, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, year, educ, provid, area 
 Topic 15: million, fund, depart, year, servic 
 Topic 16: budget, tax, year, peopl, govern 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -6.533, relative change = 1.095e-03) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 7 (approx. per word bound = -6.528, relative change = 7.644e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 8 (approx. per word bound = -6.525, relative change = 5.791e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 9 (approx. per word bound = -6.522, relative change = 4.659e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 10 (approx. per word bound = -6.519, relative change = 3.901e-04) 
Topic 1: deputi, tax, parti, polici, govern 
 Topic 2: year, scheme, farmer, million, farm 
 Topic 3: peopl, deputi, govern, opposit, budget 
 Topic 4: year, system, budget, time, increas 
 Topic 5: year, deputi, govern, tax, peopl 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, pension, peopl 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: increas, educ, school, programm, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: govern, emiss, energi, budget, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, year, provid, educ, area 
 Topic 15: million, fund, transport, depart, servic 
 Topic 16: budget, tax, peopl, year, govern 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 11 (approx. per word bound = -6.517, relative change = 3.502e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 12 (approx. per word bound = -6.515, relative change = 3.245e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 13 (approx. per word bound = -6.513, relative change = 2.835e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 14 (approx. per word bound = -6.511, relative change = 2.514e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 15 (approx. per word bound = -6.510, relative change = 2.341e-04) 
Topic 1: deputi, tax, parti, year, govern 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, deputi, govern, opposit, budget 
 Topic 4: year, system, budget, increas, time 
 Topic 5: year, deputi, govern, tax, peopl 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, enterpris 
 Topic 9: school, educ, increas, programm, million 
 Topic 10: sport, tourism, ireland, million, year 
 Topic 11: govern, emiss, energi, year, budget 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, provid, year, area, garda 
 Topic 15: million, fund, transport, servic, depart 
 Topic 16: budget, tax, peopl, year, govern 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 16 (approx. per word bound = -6.508, relative change = 2.041e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 17 (approx. per word bound = -6.507, relative change = 1.762e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 18 (approx. per word bound = -6.506, relative change = 1.585e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 19 (approx. per word bound = -6.505, relative change = 1.359e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 20 (approx. per word bound = -6.504, relative change = 1.242e-04) 
Topic 1: deputi, tax, parti, year, govern 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, deputi, govern, opposit, budget 
 Topic 4: year, system, budget, increas, time 
 Topic 5: year, deputi, govern, tax, budget 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, programm, million 
 Topic 10: sport, tourism, million, ireland, year 
 Topic 11: govern, energi, emiss, year, develop 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, provid, garda, area, year 
 Topic 15: million, fund, transport, servic, road 
 Topic 16: budget, tax, peopl, year, govern 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 21 (approx. per word bound = -6.504, relative change = 1.053e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 22 (approx. per word bound = -6.503, relative change = 7.937e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 23 (approx. per word bound = -6.503, relative change = 7.216e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 24 (approx. per word bound = -6.502, relative change = 7.366e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 25 (approx. per word bound = -6.502, relative change = 7.508e-05) 
Topic 1: deputi, tax, year, parti, govern 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, deputi, govern, budget, opposit 
 Topic 4: year, system, budget, increas, time 
 Topic 5: year, deputi, govern, tax, budget 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, million, programm 
 Topic 10: sport, million, tourism, ireland, year 
 Topic 11: govern, energi, emiss, year, develop 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, garda, provid, area, year 
 Topic 15: million, fund, transport, servic, road 
 Topic 16: budget, tax, peopl, govern, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 26 (approx. per word bound = -6.501, relative change = 8.148e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 27 (approx. per word bound = -6.501, relative change = 9.669e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 28 (approx. per word bound = -6.500, relative change = 8.802e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 29 (approx. per word bound = -6.500, relative change = 6.792e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 30 (approx. per word bound = -6.499, relative change = 5.518e-05) 
Topic 1: deputi, tax, year, parti, govern 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, deputi, govern, budget, opposit 
 Topic 4: year, system, budget, time, increas 
 Topic 5: year, deputi, govern, budget, tax 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, million, programm 
 Topic 10: sport, million, tourism, ireland, year 
 Topic 11: govern, energi, emiss, year, develop 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, support, provid 
 Topic 14: servic, garda, provid, area, year 
 Topic 15: million, fund, transport, servic, road 
 Topic 16: budget, tax, peopl, govern, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 31 (approx. per word bound = -6.499, relative change = 4.944e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 32 (approx. per word bound = -6.499, relative change = 4.173e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 33 (approx. per word bound = -6.498, relative change = 3.737e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 34 (approx. per word bound = -6.498, relative change = 3.421e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 35 (approx. per word bound = -6.498, relative change = 3.699e-05) 
Topic 1: deputi, tax, year, parti, govern 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, deputi, govern, budget, opposit 
 Topic 4: year, system, budget, time, one 
 Topic 5: year, deputi, govern, budget, tax 
 Topic 6: hous, year, local, govern, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, million, programm 
 Topic 10: sport, million, tourism, ireland, fund 
 Topic 11: govern, energi, emiss, year, develop 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, support, provid 
 Topic 14: servic, garda, provid, area, year 
 Topic 15: million, fund, transport, servic, road 
 Topic 16: budget, tax, peopl, govern, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 36 (approx. per word bound = -6.498, relative change = 3.356e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 37 (approx. per word bound = -6.498, relative change = 2.531e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 38 (approx. per word bound = -6.497, relative change = 1.937e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 39 (approx. per word bound = -6.497, relative change = 2.068e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 40 (approx. per word bound = -6.497, relative change = 2.132e-05) 
Topic 1: deputi, tax, year, parti, govern 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, deputi, govern, budget, opposit 
 Topic 4: year, budget, system, time, one 
 Topic 5: year, deputi, govern, budget, tax 
 Topic 6: hous, local, year, govern, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, million, programm 
 Topic 10: sport, million, tourism, ireland, fund 
 Topic 11: govern, energi, emiss, year, develop 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, support, care 
 Topic 14: servic, garda, provid, area, year 
 Topic 15: million, fund, transport, servic, road 
 Topic 16: budget, tax, peopl, govern, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 41 (approx. per word bound = -6.497, relative change = 2.441e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 42 (approx. per word bound = -6.497, relative change = 2.933e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 43 (approx. per word bound = -6.497, relative change = 2.497e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 44 (approx. per word bound = -6.497, relative change = 2.131e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 45 (approx. per word bound = -6.496, relative change = 2.091e-05) 
Topic 1: deputi, tax, year, parti, govern 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, deputi, govern, budget, opposit 
 Topic 4: year, budget, system, time, one 
 Topic 5: year, deputi, govern, budget, increas 
 Topic 6: hous, local, year, govern, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, million, programm 
 Topic 10: sport, million, tourism, ireland, fund 
 Topic 11: govern, energi, emiss, year, develop 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, support, care 
 Topic 14: servic, garda, provid, area, year 
 Topic 15: million, transport, fund, servic, road 
 Topic 16: budget, tax, peopl, govern, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 46 (approx. per word bound = -6.496, relative change = 1.988e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 47 (approx. per word bound = -6.496, relative change = 1.834e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 48 (approx. per word bound = -6.496, relative change = 2.135e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 49 (approx. per word bound = -6.496, relative change = 2.365e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 50 (approx. per word bound = -6.496, relative change = 2.364e-05) 
Topic 1: deputi, tax, year, parti, govern 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, deputi, govern, budget, opposit 
 Topic 4: year, budget, system, one, time 
 Topic 5: year, deputi, govern, budget, increas 
 Topic 6: hous, local, year, govern, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, million, programm 
 Topic 10: sport, million, tourism, ireland, fund 
 Topic 11: govern, energi, emiss, year, develop 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, support, care 
 Topic 14: servic, garda, provid, area, year 
 Topic 15: million, transport, fund, servic, road 
 Topic 16: budget, tax, peopl, govern, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 51 (approx. per word bound = -6.496, relative change = 2.501e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 52 (approx. per word bound = -6.495, relative change = 2.714e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 53 (approx. per word bound = -6.495, relative change = 2.486e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 54 (approx. per word bound = -6.495, relative change = 1.976e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 55 (approx. per word bound = -6.495, relative change = 1.468e-05) 
Topic 1: deputi, tax, year, parti, govern 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, deputi, govern, budget, opposit 
 Topic 4: year, budget, system, one, time 
 Topic 5: year, deputi, govern, budget, increas 
 Topic 6: hous, local, year, author, govern 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, million, programm 
 Topic 10: sport, million, tourism, ireland, fund 
 Topic 11: govern, energi, emiss, year, develop 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, care, support 
 Topic 14: servic, provid, garda, area, year 
 Topic 15: million, transport, fund, servic, road 
 Topic 16: budget, tax, peopl, govern, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 56 (approx. per word bound = -6.495, relative change = 1.204e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 57 (approx. per word bound = -6.495, relative change = 1.088e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	.................
	 Recovering initialization...
 	.........................................
Initialization complete.
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.796) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.598, relative change = 2.906e-02) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 3 (approx. per word bound = -6.553, relative change = 6.848e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 4 (approx. per word bound = -6.535, relative change = 2.786e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -6.525, relative change = 1.564e-03) 
Topic 1: tax, deputi, féin, sinn, labour 
 Topic 2: year, increas, farmer, scheme, million 
 Topic 3: peopl, govern, deputi, opposit, budget 
 Topic 4: year, system, chang, deputi, time 
 Topic 5: deputi, year, govern, tax, social 
 Topic 6: hous, year, provid, local, increas 
 Topic 7: increas, social, year, peopl, pension 
 Topic 8: ireland, develop, research, budget, invest 
 Topic 9: increas, educ, school, programm, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: govern, sector, year, budget, energi 
 Topic 12: tax, rate, govern, budget, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, educ, year, area, provid 
 Topic 15: million, fund, depart, transport, year 
 Topic 16: tax, peopl, budget, year, govern 
 Topic 17: govern, local, water, year, author 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -6.518, relative change = 1.054e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 7 (approx. per word bound = -6.513, relative change = 7.751e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 8 (approx. per word bound = -6.509, relative change = 6.117e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 9 (approx. per word bound = -6.506, relative change = 4.668e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 10 (approx. per word bound = -6.503, relative change = 3.801e-04) 
Topic 1: tax, deputi, parti, budget, govern 
 Topic 2: farmer, year, scheme, million, farm 
 Topic 3: peopl, govern, deputi, opposit, budget 
 Topic 4: year, system, chang, budget, time 
 Topic 5: deputi, year, govern, tax, increas 
 Topic 6: hous, year, local, provid, increas 
 Topic 7: increas, social, year, pension, peopl 
 Topic 8: ireland, develop, research, budget, invest 
 Topic 9: educ, increas, school, programm, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: govern, sector, year, budget, energi 
 Topic 12: tax, govern, budget, rate, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, year, provid, educ, area 
 Topic 15: million, fund, transport, depart, road 
 Topic 16: tax, peopl, budget, year, work 
 Topic 17: govern, local, water, year, emiss 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 11 (approx. per word bound = -6.501, relative change = 3.284e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 12 (approx. per word bound = -6.499, relative change = 2.872e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 13 (approx. per word bound = -6.498, relative change = 2.546e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 14 (approx. per word bound = -6.496, relative change = 2.017e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 15 (approx. per word bound = -6.495, relative change = 1.453e-04) 
Topic 1: tax, deputi, parti, budget, govern 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, govern, deputi, parti, opposit 
 Topic 4: year, system, chang, budget, one 
 Topic 5: deputi, year, govern, increas, tax 
 Topic 6: hous, year, local, provid, increas 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: school, educ, increas, programm, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: govern, year, sector, budget, energi 
 Topic 12: tax, govern, budget, rate, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, year, provid, garda, area 
 Topic 15: million, fund, transport, depart, road 
 Topic 16: tax, peopl, budget, year, govern 
 Topic 17: govern, local, water, year, emiss 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 16 (approx. per word bound = -6.495, relative change = 1.223e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 17 (approx. per word bound = -6.494, relative change = 1.146e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 18 (approx. per word bound = -6.493, relative change = 1.112e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 19 (approx. per word bound = -6.493, relative change = 1.048e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 20 (approx. per word bound = -6.492, relative change = 9.399e-05) 
Topic 1: tax, deputi, parti, govern, budget 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, govern, deputi, parti, budget 
 Topic 4: year, chang, system, budget, one 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: school, educ, increas, programm, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: govern, year, sector, energi, budget 
 Topic 12: tax, govern, budget, rate, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, garda, provid, area, year 
 Topic 15: million, fund, transport, depart, road 
 Topic 16: tax, budget, peopl, year, govern 
 Topic 17: govern, local, water, year, emiss 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 21 (approx. per word bound = -6.491, relative change = 8.444e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 22 (approx. per word bound = -6.491, relative change = 7.378e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 23 (approx. per word bound = -6.490, relative change = 6.612e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 24 (approx. per word bound = -6.490, relative change = 6.504e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 25 (approx. per word bound = -6.490, relative change = 6.602e-05) 
Topic 1: tax, deputi, govern, parti, budget 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, govern, deputi, parti, budget 
 Topic 4: year, chang, system, budget, need 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: school, educ, increas, programm, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: govern, year, sector, energi, budget 
 Topic 12: tax, govern, budget, rate, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, garda, area, provid, year 
 Topic 15: million, fund, transport, depart, road 
 Topic 16: tax, budget, peopl, year, govern 
 Topic 17: govern, local, water, year, emiss 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 26 (approx. per word bound = -6.489, relative change = 5.551e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 27 (approx. per word bound = -6.489, relative change = 4.285e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 28 (approx. per word bound = -6.489, relative change = 3.421e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 29 (approx. per word bound = -6.489, relative change = 3.358e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 30 (approx. per word bound = -6.488, relative change = 3.753e-05) 
Topic 1: tax, deputi, govern, budget, parti 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, govern, deputi, parti, budget 
 Topic 4: year, chang, system, budget, need 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: hous, year, local, increas, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, programm, million 
 Topic 10: sport, tourism, year, million, ireland 
 Topic 11: govern, year, sector, budget, depart 
 Topic 12: tax, govern, budget, rate, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, garda, provid, area, year 
 Topic 15: million, fund, transport, depart, road 
 Topic 16: tax, budget, peopl, year, govern 
 Topic 17: govern, local, water, year, emiss 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 31 (approx. per word bound = -6.488, relative change = 4.160e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 32 (approx. per word bound = -6.488, relative change = 3.745e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 33 (approx. per word bound = -6.488, relative change = 2.856e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 34 (approx. per word bound = -6.487, relative change = 2.442e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 35 (approx. per word bound = -6.487, relative change = 2.216e-05) 
Topic 1: tax, deputi, govern, budget, parti 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, govern, deputi, parti, budget 
 Topic 4: year, chang, system, budget, need 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: hous, year, local, increas, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, programm, million 
 Topic 10: sport, tourism, million, year, ireland 
 Topic 11: govern, year, budget, sector, depart 
 Topic 12: tax, govern, budget, rate, year 
 Topic 13: servic, fund, million, care, provid 
 Topic 14: servic, garda, provid, area, year 
 Topic 15: million, fund, transport, road, depart 
 Topic 16: tax, budget, peopl, year, govern 
 Topic 17: govern, local, water, year, emiss 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 36 (approx. per word bound = -6.487, relative change = 1.951e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 37 (approx. per word bound = -6.487, relative change = 1.704e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 38 (approx. per word bound = -6.487, relative change = 1.624e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 39 (approx. per word bound = -6.487, relative change = 1.968e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 40 (approx. per word bound = -6.487, relative change = 2.161e-05) 
Topic 1: tax, govern, deputi, budget, parti 
 Topic 2: farmer, year, scheme, million, farm 
 Topic 3: peopl, govern, deputi, parti, budget 
 Topic 4: year, chang, system, budget, need 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, programm, million 
 Topic 10: sport, tourism, million, year, ireland 
 Topic 11: govern, year, budget, energi, depart 
 Topic 12: tax, govern, budget, rate, year 
 Topic 13: servic, fund, million, care, support 
 Topic 14: servic, garda, provid, area, year 
 Topic 15: million, fund, transport, road, depart 
 Topic 16: tax, budget, peopl, year, govern 
 Topic 17: govern, local, water, year, emiss 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 41 (approx. per word bound = -6.487, relative change = 2.368e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 42 (approx. per word bound = -6.486, relative change = 2.255e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 43 (approx. per word bound = -6.486, relative change = 2.519e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 44 (approx. per word bound = -6.486, relative change = 2.933e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 45 (approx. per word bound = -6.486, relative change = 3.391e-05) 
Topic 1: tax, govern, budget, deputi, parti 
 Topic 2: farmer, year, scheme, million, farm 
 Topic 3: peopl, govern, deputi, budget, parti 
 Topic 4: year, chang, system, budget, need 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, programm, million 
 Topic 10: sport, tourism, million, year, ireland 
 Topic 11: govern, year, budget, energi, depart 
 Topic 12: tax, govern, budget, rate, year 
 Topic 13: servic, fund, million, care, support 
 Topic 14: servic, garda, provid, area, year 
 Topic 15: million, fund, transport, road, depart 
 Topic 16: tax, budget, peopl, year, govern 
 Topic 17: govern, local, water, year, emiss 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 46 (approx. per word bound = -6.486, relative change = 3.487e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 47 (approx. per word bound = -6.485, relative change = 3.482e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 48 (approx. per word bound = -6.485, relative change = 2.977e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 49 (approx. per word bound = -6.485, relative change = 2.016e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 50 (approx. per word bound = -6.485, relative change = 1.319e-05) 
Topic 1: tax, govern, budget, deputi, parti 
 Topic 2: farmer, year, scheme, million, farm 
 Topic 3: peopl, govern, deputi, budget, parti 
 Topic 4: year, chang, budget, system, need 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, programm, million 
 Topic 10: sport, tourism, million, ireland, year 
 Topic 11: govern, year, budget, energi, depart 
 Topic 12: tax, govern, budget, rate, year 
 Topic 13: servic, fund, million, care, support 
 Topic 14: servic, garda, provid, million, year 
 Topic 15: million, fund, transport, road, depart 
 Topic 16: tax, budget, peopl, year, govern 
 Topic 17: govern, local, water, year, emiss 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 51 (approx. per word bound = -6.485, relative change = 1.100e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 52 (approx. per word bound = -6.485, relative change = 1.237e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 53 (approx. per word bound = -6.485, relative change = 1.430e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 54 (approx. per word bound = -6.485, relative change = 1.313e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 55 (approx. per word bound = -6.485, relative change = 1.310e-05) 
Topic 1: tax, govern, budget, deputi, parti 
 Topic 2: farmer, year, scheme, million, farm 
 Topic 3: peopl, govern, deputi, budget, parti 
 Topic 4: year, chang, budget, system, need 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, programm, million 
 Topic 10: sport, tourism, million, ireland, year 
 Topic 11: govern, year, budget, energi, depart 
 Topic 12: tax, govern, budget, rate, year 
 Topic 13: servic, fund, million, care, support 
 Topic 14: servic, garda, provid, million, year 
 Topic 15: million, fund, transport, road, depart 
 Topic 16: tax, budget, peopl, year, govern 
 Topic 17: govern, local, water, year, emiss 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 56 (approx. per word bound = -6.484, relative change = 1.311e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 57 (approx. per word bound = -6.484, relative change = 1.057e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	..................
	 Recovering initialization...
 	.........................................
Initialization complete.
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.784) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.589, relative change = 2.876e-02) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 3 (approx. per word bound = -6.544, relative change = 6.724e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 4 (approx. per word bound = -6.525, relative change = 2.975e-03) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -6.514, relative change = 1.601e-03) 
Topic 1: tax, deputi, féin, sinn, labour 
 Topic 2: year, increas, scheme, farmer, million 
 Topic 3: peopl, govern, deputi, opposit, budget 
 Topic 4: year, system, chang, deputi, student 
 Topic 5: deputi, govern, year, tax, parti 
 Topic 6: hous, year, provid, local, increas 
 Topic 7: increas, year, social, peopl, pension 
 Topic 8: ireland, develop, research, budget, invest 
 Topic 9: increas, educ, school, provid, govern 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: govern, year, sector, budget, emiss 
 Topic 12: tax, rate, govern, budget, year 
 Topic 13: servic, fund, million, provid, depart 
 Topic 14: servic, educ, year, area, school 
 Topic 15: million, fund, depart, reduct, year 
 Topic 16: tax, peopl, budget, year, govern 
 Topic 17: govern, local, year, water, million 
 Topic 18: children, support, care, year, child 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -6.508, relative change = 1.014e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 7 (approx. per word bound = -6.503, relative change = 6.969e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 8 (approx. per word bound = -6.500, relative change = 5.134e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 9 (approx. per word bound = -6.497, relative change = 4.075e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 10 (approx. per word bound = -6.495, relative change = 3.887e-04) 
Topic 1: tax, deputi, féin, sinn, parti 
 Topic 2: year, farmer, scheme, million, increas 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: year, system, chang, budget, deputi 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: hous, year, local, provid, increas 
 Topic 7: increas, social, year, pension, peopl 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: increas, educ, school, provid, programm 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: emiss, govern, year, sector, budget 
 Topic 12: tax, govern, budget, rate, year 
 Topic 13: servic, fund, million, provid, health 
 Topic 14: servic, educ, year, area, provid 
 Topic 15: million, fund, depart, reduct, year 
 Topic 16: tax, peopl, budget, year, govern 
 Topic 17: local, govern, water, year, programm 
 Topic 18: care, children, support, child, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 11 (approx. per word bound = -6.493, relative change = 3.361e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 12 (approx. per word bound = -6.491, relative change = 2.819e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 13 (approx. per word bound = -6.489, relative change = 2.429e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 14 (approx. per word bound = -6.488, relative change = 2.165e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 15 (approx. per word bound = -6.487, relative change = 1.859e-04) 
Topic 1: tax, deputi, parti, labour, govern 
 Topic 2: farmer, scheme, year, farm, million 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: year, system, chang, budget, one 
 Topic 5: deputi, year, govern, budget, increas 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: increas, educ, school, provid, programm 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: emiss, govern, year, sector, energi 
 Topic 12: tax, govern, budget, rate, year 
 Topic 13: servic, fund, million, provid, health 
 Topic 14: servic, year, provid, area, educ 
 Topic 15: million, fund, depart, reduct, continu 
 Topic 16: tax, peopl, budget, year, govern 
 Topic 17: local, water, govern, year, programm 
 Topic 18: care, children, child, support, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 16 (approx. per word bound = -6.486, relative change = 1.497e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 17 (approx. per word bound = -6.485, relative change = 1.252e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 18 (approx. per word bound = -6.484, relative change = 1.150e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 19 (approx. per word bound = -6.483, relative change = 9.701e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 20 (approx. per word bound = -6.483, relative change = 8.594e-05) 
Topic 1: tax, deputi, parti, govern, labour 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: year, system, chang, budget, one 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: emiss, govern, energi, year, budget 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, provid, health 
 Topic 14: servic, area, year, provid, garda 
 Topic 15: million, fund, depart, reduct, continu 
 Topic 16: tax, peopl, budget, year, govern 
 Topic 17: local, water, govern, year, programm 
 Topic 18: care, children, child, support, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 21 (approx. per word bound = -6.482, relative change = 7.784e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 22 (approx. per word bound = -6.482, relative change = 7.579e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 23 (approx. per word bound = -6.481, relative change = 7.795e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 24 (approx. per word bound = -6.481, relative change = 8.541e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 25 (approx. per word bound = -6.480, relative change = 8.586e-05) 
Topic 1: tax, deputi, govern, parti, budget 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, govern, deputi, budget, parti 
 Topic 4: year, system, chang, budget, one 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: school, educ, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: emiss, govern, energi, year, budget 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, health, provid 
 Topic 14: servic, area, garda, provid, year 
 Topic 15: million, fund, depart, reduct, transport 
 Topic 16: tax, peopl, budget, year, govern 
 Topic 17: local, water, govern, year, programm 
 Topic 18: care, children, child, support, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 26 (approx. per word bound = -6.480, relative change = 6.196e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 27 (approx. per word bound = -6.479, relative change = 5.242e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 28 (approx. per word bound = -6.479, relative change = 4.904e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 29 (approx. per word bound = -6.479, relative change = 4.843e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 30 (approx. per word bound = -6.479, relative change = 4.634e-05) 
Topic 1: tax, deputi, govern, parti, budget 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, govern, deputi, parti, budget 
 Topic 4: year, system, chang, budget, one 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: emiss, govern, energi, year, budget 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, health, provid 
 Topic 14: servic, area, garda, provid, year 
 Topic 15: million, fund, depart, transport, reduct 
 Topic 16: tax, peopl, budget, year, govern 
 Topic 17: local, water, govern, year, programm 
 Topic 18: care, children, child, support, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 31 (approx. per word bound = -6.478, relative change = 4.444e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 32 (approx. per word bound = -6.478, relative change = 4.265e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 33 (approx. per word bound = -6.478, relative change = 4.515e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 34 (approx. per word bound = -6.477, relative change = 4.266e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 35 (approx. per word bound = -6.477, relative change = 3.990e-05) 
Topic 1: tax, deputi, govern, budget, parti 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, govern, deputi, parti, budget 
 Topic 4: year, system, chang, budget, one 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: emiss, govern, energi, year, budget 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, health, provid 
 Topic 14: servic, area, garda, provid, year 
 Topic 15: million, fund, depart, transport, reduct 
 Topic 16: tax, peopl, budget, year, govern 
 Topic 17: local, water, govern, year, programm 
 Topic 18: care, children, child, support, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 36 (approx. per word bound = -6.477, relative change = 3.737e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 37 (approx. per word bound = -6.477, relative change = 3.240e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 38 (approx. per word bound = -6.477, relative change = 2.848e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 39 (approx. per word bound = -6.476, relative change = 1.041e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 40 (approx. per word bound = -6.476, relative change = 3.494e-05) 
Topic 1: tax, deputi, govern, budget, parti 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, govern, deputi, parti, budget 
 Topic 4: year, system, chang, budget, one 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: hous, year, local, increas, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: emiss, govern, energi, year, budget 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, health, provid 
 Topic 14: servic, area, garda, provid, year 
 Topic 15: million, fund, depart, transport, reduct 
 Topic 16: tax, peopl, budget, year, govern 
 Topic 17: water, local, govern, year, programm 
 Topic 18: care, children, child, support, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 41 (approx. per word bound = -6.476, relative change = 2.632e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 42 (approx. per word bound = -6.476, relative change = 2.486e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 43 (approx. per word bound = -6.476, relative change = 2.284e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 44 (approx. per word bound = -6.476, relative change = 2.162e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 45 (approx. per word bound = -6.475, relative change = 2.072e-05) 
Topic 1: tax, deputi, govern, budget, parti 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, deputi, govern, parti, budget 
 Topic 4: year, system, chang, budget, one 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: hous, year, local, increas, author 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: emiss, govern, energi, year, budget 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, health, provid 
 Topic 14: servic, area, garda, provid, year 
 Topic 15: million, fund, depart, transport, reduct 
 Topic 16: tax, peopl, budget, year, govern 
 Topic 17: water, local, govern, year, programm 
 Topic 18: care, children, child, support, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 46 (approx. per word bound = -6.475, relative change = 1.966e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 47 (approx. per word bound = -6.475, relative change = 2.111e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 48 (approx. per word bound = -6.475, relative change = 2.083e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 49 (approx. per word bound = -6.475, relative change = 2.033e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 50 (approx. per word bound = -6.475, relative change = 1.898e-05) 
Topic 1: tax, deputi, govern, budget, parti 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, deputi, govern, parti, budget 
 Topic 4: year, system, chang, budget, one 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: emiss, govern, energi, year, budget 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, health, provid 
 Topic 14: servic, area, garda, provid, year 
 Topic 15: million, fund, depart, transport, reduct 
 Topic 16: tax, peopl, budget, year, govern 
 Topic 17: water, local, govern, year, programm 
 Topic 18: care, children, child, support, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 51 (approx. per word bound = -6.475, relative change = 1.960e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 52 (approx. per word bound = -6.475, relative change = 1.840e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 53 (approx. per word bound = -6.474, relative change = 1.722e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 54 (approx. per word bound = -6.474, relative change = 1.773e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 55 (approx. per word bound = -6.474, relative change = 1.640e-05) 
Topic 1: tax, deputi, govern, budget, parti 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, deputi, govern, parti, budget 
 Topic 4: year, system, chang, budget, one 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: emiss, govern, year, energi, budget 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, health, provid 
 Topic 14: servic, area, garda, provid, year 
 Topic 15: million, fund, depart, transport, servic 
 Topic 16: tax, peopl, budget, year, govern 
 Topic 17: water, local, govern, year, programm 
 Topic 18: care, children, child, support, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 56 (approx. per word bound = -6.474, relative change = 1.472e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 57 (approx. per word bound = -6.474, relative change = 1.490e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 58 (approx. per word bound = -6.474, relative change = 1.553e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 59 (approx. per word bound = -6.474, relative change = 1.595e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 60 (approx. per word bound = -6.474, relative change = 1.770e-05) 
Topic 1: tax, deputi, govern, budget, parti 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, deputi, govern, parti, budget 
 Topic 4: year, system, chang, budget, one 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, million, ireland 
 Topic 11: emiss, govern, year, energi, budget 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, health, provid 
 Topic 14: servic, area, garda, provid, year 
 Topic 15: million, fund, depart, transport, servic 
 Topic 16: tax, peopl, budget, year, govern 
 Topic 17: water, local, govern, year, programm 
 Topic 18: care, children, support, child, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 61 (approx. per word bound = -6.474, relative change = 1.858e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 62 (approx. per word bound = -6.473, relative change = 1.961e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 63 (approx. per word bound = -6.473, relative change = 1.887e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 64 (approx. per word bound = -6.473, relative change = 1.900e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 65 (approx. per word bound = -6.473, relative change = 1.641e-05) 
Topic 1: tax, deputi, govern, budget, parti 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, deputi, govern, parti, budget 
 Topic 4: year, chang, system, budget, one 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: increas, social, year, pension, allow 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, million, ireland 
 Topic 11: emiss, govern, energi, year, budget 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, health, provid 
 Topic 14: servic, garda, area, provid, year 
 Topic 15: million, fund, depart, transport, servic 
 Topic 16: tax, peopl, budget, year, govern 
 Topic 17: water, local, govern, year, programm 
 Topic 18: care, children, support, child, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 66 (approx. per word bound = -6.473, relative change = 1.509e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	...................
	 Recovering initialization...
 	.........................................
Initialization complete.
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.771) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.574, relative change = 2.917e-02) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 3 (approx. per word bound = -6.525, relative change = 7.430e-03) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 4 (approx. per word bound = -6.504, relative change = 3.193e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -6.494, relative change = 1.568e-03) 
Topic 1: deputi, tax, féin, sinn, labour 
 Topic 2: year, increas, scheme, farmer, million 
 Topic 3: peopl, govern, deputi, opposit, budget 
 Topic 4: year, system, student, chang, deputi 
 Topic 5: deputi, govern, year, tax, parti 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: increas, educ, school, provid, programm 
 Topic 10: sport, year, tourism, ireland, govern 
 Topic 11: year, sector, govern, scheme, farm 
 Topic 12: tax, rate, govern, budget, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, educ, year, school, area 
 Topic 15: million, fund, depart, capit, year 
 Topic 16: tax, budget, peopl, year, govern 
 Topic 17: local, water, govern, year, programm 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, emiss, year, govern, public 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -6.488, relative change = 8.994e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 7 (approx. per word bound = -6.484, relative change = 5.533e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 8 (approx. per word bound = -6.482, relative change = 3.865e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 9 (approx. per word bound = -6.480, relative change = 2.845e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 10 (approx. per word bound = -6.479, relative change = 2.226e-04) 
Topic 1: deputi, tax, féin, sinn, labour 
 Topic 2: year, increas, scheme, million, budget 
 Topic 3: peopl, deputi, govern, opposit, budget 
 Topic 4: year, chang, student, system, deputi 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: hous, year, local, provid, increas 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: increas, educ, school, programm, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: year, sector, farm, scheme, govern 
 Topic 12: tax, rate, govern, budget, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, educ, year, provid, school 
 Topic 15: million, fund, depart, capit, alloc 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, year, programm 
 Topic 18: increas, social, year, payment, pension 
 Topic 19: transport, emiss, year, govern, public 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 11 (approx. per word bound = -6.477, relative change = 2.043e-04) 
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Completing Iteration 12 (approx. per word bound = -6.476, relative change = 1.999e-04) 
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Completing Iteration 13 (approx. per word bound = -6.475, relative change = 1.748e-04) 
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Completing Iteration 14 (approx. per word bound = -6.474, relative change = 1.417e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 15 (approx. per word bound = -6.473, relative change = 1.173e-04) 
Topic 1: deputi, tax, parti, labour, féin 
 Topic 2: year, increas, scheme, million, per 
 Topic 3: peopl, deputi, govern, opposit, parti 
 Topic 4: year, chang, student, system, deputi 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: increas, educ, school, programm, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: year, sector, farm, scheme, farmer 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, support, provid 
 Topic 14: servic, year, educ, provid, million 
 Topic 15: million, fund, depart, capit, provid 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, year, programm 
 Topic 18: increas, social, year, payment, pension 
 Topic 19: transport, emiss, govern, year, public 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 16 (approx. per word bound = -6.472, relative change = 1.040e-04) 
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Completing Iteration 17 (approx. per word bound = -6.472, relative change = 9.371e-05) 
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Completing Iteration 18 (approx. per word bound = -6.471, relative change = 8.594e-05) 
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Completing Iteration 19 (approx. per word bound = -6.471, relative change = 7.629e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 20 (approx. per word bound = -6.470, relative change = 6.854e-05) 
Topic 1: tax, deputi, parti, polici, labour 
 Topic 2: year, scheme, increas, million, per 
 Topic 3: peopl, deputi, govern, opposit, parti 
 Topic 4: year, chang, deputi, system, student 
 Topic 5: deputi, govern, year, tax, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: school, increas, educ, programm, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: year, sector, farm, scheme, farmer 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, support, provid 
 Topic 14: servic, year, educ, provid, million 
 Topic 15: million, fund, depart, capit, provid 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, year, programm 
 Topic 18: increas, social, year, pension, payment 
 Topic 19: transport, emiss, govern, year, public 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 21 (approx. per word bound = -6.470, relative change = 6.669e-05) 
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Completing Iteration 22 (approx. per word bound = -6.470, relative change = 5.818e-05) 
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Completing Iteration 23 (approx. per word bound = -6.469, relative change = 5.094e-05) 
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Completing Iteration 24 (approx. per word bound = -6.469, relative change = 4.823e-05) 
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Completing Iteration 25 (approx. per word bound = -6.469, relative change = 4.434e-05) 
Topic 1: tax, deputi, polici, parti, labour 
 Topic 2: year, scheme, increas, million, per 
 Topic 3: peopl, deputi, govern, opposit, budget 
 Topic 4: year, chang, deputi, system, student 
 Topic 5: deputi, govern, year, tax, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: school, educ, increas, programm, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: year, sector, farm, scheme, farmer 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, support, million, provid 
 Topic 14: servic, year, million, garda, provid 
 Topic 15: million, fund, depart, capit, provid 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, year, programm 
 Topic 18: increas, social, year, pension, payment 
 Topic 19: emiss, transport, govern, year, public 
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Completed E-Step (0 seconds). 
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Completing Iteration 26 (approx. per word bound = -6.468, relative change = 3.899e-05) 
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Completing Iteration 27 (approx. per word bound = -6.468, relative change = 4.070e-05) 
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Completing Iteration 28 (approx. per word bound = -6.468, relative change = 3.877e-05) 
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Completing Iteration 29 (approx. per word bound = -6.468, relative change = 3.414e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 30 (approx. per word bound = -6.467, relative change = 3.324e-05) 
Topic 1: tax, deputi, polici, child, parti 
 Topic 2: year, scheme, increas, million, per 
 Topic 3: peopl, deputi, govern, opposit, budget 
 Topic 4: year, chang, deputi, system, minist 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, peopl, health, older, million 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: school, educ, increas, programm, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: year, sector, farm, scheme, farmer 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, support, million, provid 
 Topic 14: servic, year, million, garda, provid 
 Topic 15: million, fund, depart, capit, provid 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, year, programm 
 Topic 18: increas, social, year, pension, allow 
 Topic 19: emiss, transport, govern, year, public 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 31 (approx. per word bound = -6.467, relative change = 2.990e-05) 
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Completing Iteration 32 (approx. per word bound = -6.467, relative change = 2.702e-05) 
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Completing Iteration 33 (approx. per word bound = -6.467, relative change = 3.134e-05) 
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Completing Iteration 34 (approx. per word bound = -6.467, relative change = 3.137e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 35 (approx. per word bound = -6.466, relative change = 3.232e-05) 
Topic 1: tax, deputi, polici, child, parti 
 Topic 2: year, scheme, million, increas, per 
 Topic 3: peopl, deputi, govern, opposit, budget 
 Topic 4: year, chang, minist, budget, system 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, health, peopl, older, million 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: school, educ, increas, programm, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: year, sector, scheme, farm, farmer 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, support, million, provid 
 Topic 14: servic, garda, year, million, provid 
 Topic 15: million, fund, depart, capit, provid 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, year, million 
 Topic 18: increas, social, year, pension, allow 
 Topic 19: emiss, transport, govern, year, public 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 36 (approx. per word bound = -6.466, relative change = 3.545e-05) 
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Completing Iteration 37 (approx. per word bound = -6.466, relative change = 3.552e-05) 
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Completing Iteration 38 (approx. per word bound = -6.466, relative change = 3.821e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 39 (approx. per word bound = -6.466, relative change = 3.565e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 40 (approx. per word bound = -6.465, relative change = 3.306e-05) 
Topic 1: tax, deputi, child, polici, parti 
 Topic 2: scheme, year, million, increas, per 
 Topic 3: peopl, deputi, govern, budget, opposit 
 Topic 4: year, chang, minist, budget, countri 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, health, peopl, million, older 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: school, educ, increas, programm, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: year, sector, scheme, farm, farmer 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, support, million, provid 
 Topic 14: servic, garda, year, million, provid 
 Topic 15: million, fund, depart, capit, provid 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, year, million 
 Topic 18: increas, social, year, pension, allow 
 Topic 19: emiss, transport, govern, year, public 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 41 (approx. per word bound = -6.465, relative change = 3.232e-05) 
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Completing Iteration 42 (approx. per word bound = -6.465, relative change = 3.240e-05) 
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Completing Iteration 43 (approx. per word bound = -6.465, relative change = 3.010e-05) 
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Completing Iteration 44 (approx. per word bound = -6.464, relative change = 2.766e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 45 (approx. per word bound = -6.464, relative change = 2.673e-05) 
Topic 1: tax, deputi, child, polici, parti 
 Topic 2: scheme, year, million, farmer, per 
 Topic 3: peopl, deputi, govern, budget, opposit 
 Topic 4: year, minist, chang, budget, countri 
 Topic 5: deputi, year, govern, budget, increas 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, health, peopl, million, older 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: school, educ, increas, programm, provid 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: year, sector, scheme, farm, farmer 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: fund, servic, support, million, provid 
 Topic 14: servic, garda, provid, year, million 
 Topic 15: million, fund, depart, capit, provid 
 Topic 16: tax, peopl, budget, govern, year 
 Topic 17: water, local, govern, year, million 
 Topic 18: increas, social, year, pension, allow 
 Topic 19: emiss, transport, govern, year, budget 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 46 (approx. per word bound = -6.464, relative change = 2.695e-05) 
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Completing Iteration 47 (approx. per word bound = -6.464, relative change = 2.664e-05) 
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Completing Iteration 48 (approx. per word bound = -6.464, relative change = 2.433e-05) 
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Completing Iteration 49 (approx. per word bound = -6.464, relative change = 2.535e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 50 (approx. per word bound = -6.464, relative change = 2.411e-05) 
Topic 1: tax, deputi, child, polici, parti 
 Topic 2: scheme, year, million, farmer, per 
 Topic 3: peopl, deputi, govern, budget, opposit 
 Topic 4: year, minist, chang, budget, countri 
 Topic 5: deputi, year, govern, budget, increas 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, health, peopl, million, older 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, programm, provid 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: year, sector, scheme, farm, farmer 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: fund, servic, support, provid, million 
 Topic 14: servic, garda, provid, million, year 
 Topic 15: million, fund, depart, capit, continu 
 Topic 16: tax, peopl, budget, govern, year 
 Topic 17: water, local, govern, year, million 
 Topic 18: increas, social, year, pension, allow 
 Topic 19: emiss, transport, govern, year, budget 
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Completed E-Step (0 seconds). 
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Completing Iteration 51 (approx. per word bound = -6.463, relative change = 2.087e-05) 
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Completing Iteration 52 (approx. per word bound = -6.463, relative change = 1.852e-05) 
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Completing Iteration 53 (approx. per word bound = -6.463, relative change = 1.801e-05) 
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Completing Iteration 54 (approx. per word bound = -6.463, relative change = 1.966e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 55 (approx. per word bound = -6.463, relative change = 2.395e-05) 
Topic 1: tax, deputi, child, polici, parti 
 Topic 2: scheme, year, million, farmer, per 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: year, minist, chang, budget, countri 
 Topic 5: deputi, year, govern, budget, increas 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, health, peopl, million, older 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, programm, provid 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: year, sector, scheme, farm, farmer 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: fund, servic, support, provid, million 
 Topic 14: servic, garda, provid, million, year 
 Topic 15: million, fund, depart, capit, continu 
 Topic 16: tax, peopl, budget, govern, year 
 Topic 17: water, local, govern, year, million 
 Topic 18: increas, social, year, pension, allow 
 Topic 19: emiss, transport, govern, year, budget 
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Completed E-Step (0 seconds). 
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Completing Iteration 56 (approx. per word bound = -6.463, relative change = 2.729e-05) 
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Completing Iteration 57 (approx. per word bound = -6.462, relative change = 3.014e-05) 
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Completing Iteration 58 (approx. per word bound = -6.462, relative change = 2.479e-05) 
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Completing Iteration 59 (approx. per word bound = -6.462, relative change = 1.893e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 60 (approx. per word bound = -6.462, relative change = 1.601e-05) 
Topic 1: tax, deputi, child, polici, parti 
 Topic 2: scheme, year, million, farmer, per 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: year, minist, chang, budget, countri 
 Topic 5: deputi, year, govern, budget, increas 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, health, peopl, million, older 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, programm, provid 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: year, sector, scheme, farm, farmer 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: fund, servic, support, provid, million 
 Topic 14: servic, garda, provid, million, year 
 Topic 15: million, fund, depart, capit, continu 
 Topic 16: tax, peopl, budget, govern, year 
 Topic 17: water, local, govern, year, million 
 Topic 18: increas, social, year, pension, allow 
 Topic 19: emiss, govern, transport, year, budget 
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Completed E-Step (0 seconds). 
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Completing Iteration 61 (approx. per word bound = -6.462, relative change = 1.482e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 62 (approx. per word bound = -6.462, relative change = 1.424e-05) 
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Completing Iteration 63 (approx. per word bound = -6.462, relative change = 1.396e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 64 (approx. per word bound = -6.462, relative change = 1.356e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 65 (approx. per word bound = -6.462, relative change = 1.529e-05) 
Topic 1: tax, deputi, child, polici, parti 
 Topic 2: scheme, year, million, farmer, per 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: year, minist, chang, budget, countri 
 Topic 5: deputi, year, govern, budget, increas 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, health, peopl, million, older 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, programm, provid 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: year, sector, scheme, farm, farmer 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: fund, servic, support, provid, million 
 Topic 14: servic, garda, million, provid, year 
 Topic 15: million, fund, depart, capit, continu 
 Topic 16: tax, peopl, budget, govern, year 
 Topic 17: water, local, govern, year, million 
 Topic 18: increas, social, year, pension, allow 
 Topic 19: emiss, govern, transport, year, budget 
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Completed E-Step (0 seconds). 
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Completing Iteration 66 (approx. per word bound = -6.462, relative change = 1.685e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 67 (approx. per word bound = -6.461, relative change = 1.883e-05) 
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Completing Iteration 68 (approx. per word bound = -6.461, relative change = 1.906e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 69 (approx. per word bound = -6.461, relative change = 2.011e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 70 (approx. per word bound = -6.461, relative change = 2.021e-05) 
Topic 1: tax, deputi, child, polici, parti 
 Topic 2: scheme, year, farmer, million, per 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: year, minist, chang, budget, countri 
 Topic 5: deputi, year, govern, budget, increas 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, health, peopl, million, older 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, programm, provid 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: year, sector, scheme, farm, farmer 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: fund, servic, support, provid, million 
 Topic 14: servic, garda, million, provid, year 
 Topic 15: million, fund, depart, continu, capit 
 Topic 16: tax, peopl, budget, govern, year 
 Topic 17: water, local, govern, year, million 
 Topic 18: increas, social, year, pension, allow 
 Topic 19: emiss, govern, transport, year, budget 
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Completed E-Step (0 seconds). 
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Completing Iteration 71 (approx. per word bound = -6.461, relative change = 1.855e-05) 
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Completing Iteration 72 (approx. per word bound = -6.461, relative change = 1.487e-05) 
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Completing Iteration 73 (approx. per word bound = -6.461, relative change = 1.231e-05) 
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Completing Iteration 74 (approx. per word bound = -6.461, relative change = 1.215e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 75 (approx. per word bound = -6.461, relative change = 1.257e-05) 
Topic 1: tax, deputi, child, polici, parti 
 Topic 2: scheme, year, farmer, million, per 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: year, minist, chang, budget, countri 
 Topic 5: deputi, year, govern, increas, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, health, peopl, million, older 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, programm, provid 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: year, sector, scheme, farm, farmer 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: fund, servic, support, provid, million 
 Topic 14: servic, garda, million, provid, year 
 Topic 15: million, fund, depart, continu, capit 
 Topic 16: tax, peopl, budget, govern, year 
 Topic 17: water, local, govern, year, million 
 Topic 18: increas, social, year, pension, allow 
 Topic 19: emiss, govern, transport, year, budget 
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Completed E-Step (0 seconds). 
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Completing Iteration 76 (approx. per word bound = -6.460, relative change = 1.262e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 77 (approx. per word bound = -6.460, relative change = 1.184e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 78 (approx. per word bound = -6.460, relative change = 1.177e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 79 (approx. per word bound = -6.460, relative change = 1.533e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 80 (approx. per word bound = -6.460, relative change = 1.920e-05) 
Topic 1: tax, deputi, child, polici, parti 
 Topic 2: scheme, farmer, year, million, per 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: year, minist, chang, budget, countri 
 Topic 5: deputi, year, govern, budget, increas 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, health, peopl, million, older 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, programm, provid 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: year, sector, scheme, farm, farmer 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: fund, servic, support, provid, million 
 Topic 14: servic, garda, million, provid, year 
 Topic 15: million, fund, depart, continu, capit 
 Topic 16: tax, peopl, budget, govern, year 
 Topic 17: water, local, govern, year, million 
 Topic 18: increas, social, year, pension, allow 
 Topic 19: emiss, govern, transport, year, budget 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 81 (approx. per word bound = -6.460, relative change = 1.446e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 82 (approx. per word bound = -6.460, relative change = 1.009e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	....................
	 Recovering initialization...
 	.........................................
Initialization complete.
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.762) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.565, relative change = 2.913e-02) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 3 (approx. per word bound = -6.516, relative change = 7.531e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 4 (approx. per word bound = -6.494, relative change = 3.402e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -6.483, relative change = 1.667e-03) 
Topic 1: tax, deputi, féin, sinn, labour 
 Topic 2: year, increas, scheme, farmer, million 
 Topic 3: peopl, govern, deputi, opposit, budget 
 Topic 4: budget, fáil, increas, fianna, deputi 
 Topic 5: deputi, govern, year, tax, parti 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: school, educ, increas, programm, million 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: year, sector, govern, scheme, farm 
 Topic 12: tax, rate, govern, budget, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, area, year, provid, educ 
 Topic 15: million, fund, depart, year, capit 
 Topic 16: tax, budget, peopl, year, govern 
 Topic 17: local, water, govern, year, develop 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, emiss, million, public, year 
 Topic 20: year, need, chang, equal, countri 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -6.477, relative change = 9.236e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 7 (approx. per word bound = -6.473, relative change = 5.720e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 8 (approx. per word bound = -6.470, relative change = 4.205e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 9 (approx. per word bound = -6.468, relative change = 3.235e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 10 (approx. per word bound = -6.467, relative change = 2.694e-04) 
Topic 1: deputi, tax, féin, sinn, parti 
 Topic 2: year, increas, scheme, million, per 
 Topic 3: peopl, govern, deputi, opposit, budget 
 Topic 4: budget, increas, deputi, minist, time 
 Topic 5: deputi, year, govern, tax, money 
 Topic 6: hous, year, local, increas, author 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: school, educ, increas, programm, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: year, sector, farm, scheme, govern 
 Topic 12: tax, rate, govern, budget, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, area, year, provid, fund 
 Topic 15: million, fund, depart, year, alloc 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, pension 
 Topic 19: transport, emiss, million, public, year 
 Topic 20: year, need, chang, countri, equal 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 11 (approx. per word bound = -6.465, relative change = 2.296e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 12 (approx. per word bound = -6.464, relative change = 2.069e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 13 (approx. per word bound = -6.463, relative change = 1.831e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 14 (approx. per word bound = -6.462, relative change = 1.583e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 15 (approx. per word bound = -6.461, relative change = 1.378e-04) 
Topic 1: tax, deputi, parti, labour, féin 
 Topic 2: year, scheme, increas, million, per 
 Topic 3: peopl, deputi, govern, opposit, parti 
 Topic 4: budget, increas, minist, deputi, time 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: school, educ, increas, programm, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: year, sector, scheme, farm, farmer 
 Topic 12: tax, rate, govern, budget, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, area, garda, year, provid 
 Topic 15: million, fund, depart, alloc, year 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, pension, payment 
 Topic 19: transport, emiss, million, public, year 
 Topic 20: year, need, countri, chang, equal 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 16 (approx. per word bound = -6.460, relative change = 1.336e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 17 (approx. per word bound = -6.459, relative change = 1.218e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 18 (approx. per word bound = -6.458, relative change = 1.118e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 19 (approx. per word bound = -6.458, relative change = 9.888e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 20 (approx. per word bound = -6.457, relative change = 8.953e-05) 
Topic 1: tax, deputi, parti, labour, polici 
 Topic 2: year, scheme, increas, million, per 
 Topic 3: peopl, deputi, govern, parti, opposit 
 Topic 4: budget, increas, minist, deputi, time 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: school, educ, increas, programm, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: year, sector, farm, scheme, farmer 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, support, provid 
 Topic 14: servic, area, garda, provid, year 
 Topic 15: million, fund, depart, alloc, year 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, pension, payment 
 Topic 19: transport, emiss, million, year, public 
 Topic 20: year, need, countri, chang, peopl 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 21 (approx. per word bound = -6.457, relative change = 7.961e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 22 (approx. per word bound = -6.456, relative change = 6.936e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 23 (approx. per word bound = -6.456, relative change = 5.751e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 24 (approx. per word bound = -6.456, relative change = 4.776e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 25 (approx. per word bound = -6.455, relative change = 4.386e-05) 
Topic 1: tax, deputi, polici, parti, labour 
 Topic 2: year, scheme, increas, million, per 
 Topic 3: peopl, deputi, govern, budget, parti 
 Topic 4: budget, increas, minist, deputi, time 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: school, educ, increas, provid, programm 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: year, sector, farm, scheme, farmer 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, support, provid 
 Topic 14: servic, garda, area, provid, year 
 Topic 15: million, fund, depart, alloc, reduct 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, pension, allow 
 Topic 19: transport, emiss, million, year, public 
 Topic 20: year, need, countri, peopl, difficult 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 26 (approx. per word bound = -6.455, relative change = 4.672e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 27 (approx. per word bound = -6.455, relative change = 4.452e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 28 (approx. per word bound = -6.454, relative change = 3.794e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 29 (approx. per word bound = -6.454, relative change = 3.523e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 30 (approx. per word bound = -6.454, relative change = 3.312e-05) 
Topic 1: tax, deputi, polici, child, parti 
 Topic 2: year, scheme, increas, million, per 
 Topic 3: peopl, deputi, govern, budget, parti 
 Topic 4: budget, increas, minist, year, deputi 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: school, educ, increas, provid, programm 
 Topic 10: sport, tourism, ireland, year, million 
 Topic 11: year, sector, farm, scheme, farmer 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, support, provid 
 Topic 14: servic, garda, area, provid, year 
 Topic 15: million, fund, depart, reduct, alloc 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, pension, allow 
 Topic 19: transport, emiss, million, year, govern 
 Topic 20: year, need, countri, difficult, peopl 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 31 (approx. per word bound = -6.454, relative change = 2.931e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 32 (approx. per word bound = -6.454, relative change = 2.787e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 33 (approx. per word bound = -6.453, relative change = 2.922e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 34 (approx. per word bound = -6.453, relative change = 2.949e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 35 (approx. per word bound = -6.453, relative change = 2.713e-05) 
Topic 1: tax, deputi, child, polici, parti 
 Topic 2: year, scheme, increas, million, per 
 Topic 3: peopl, deputi, govern, budget, parti 
 Topic 4: budget, increas, minist, year, deputi 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: school, educ, increas, provid, programm 
 Topic 10: sport, tourism, ireland, year, million 
 Topic 11: year, sector, farm, scheme, farmer 
 Topic 12: tax, govern, budget, rate, year 
 Topic 13: servic, fund, million, support, provid 
 Topic 14: servic, garda, area, provid, year 
 Topic 15: million, fund, depart, reduct, alloc 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, pension, allow 
 Topic 19: transport, emiss, million, year, govern 
 Topic 20: year, need, countri, peopl, difficult 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 36 (approx. per word bound = -6.453, relative change = 2.256e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 37 (approx. per word bound = -6.453, relative change = 1.913e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 38 (approx. per word bound = -6.453, relative change = 2.107e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 39 (approx. per word bound = -6.452, relative change = 2.061e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 40 (approx. per word bound = -6.452, relative change = 1.742e-05) 
Topic 1: tax, deputi, child, polici, parti 
 Topic 2: year, scheme, increas, million, per 
 Topic 3: peopl, deputi, govern, budget, opposit 
 Topic 4: budget, increas, minist, year, deputi 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: school, educ, increas, provid, programm 
 Topic 10: sport, tourism, ireland, year, million 
 Topic 11: year, sector, farm, scheme, farmer 
 Topic 12: tax, govern, budget, rate, year 
 Topic 13: servic, fund, million, support, provid 
 Topic 14: servic, garda, area, provid, year 
 Topic 15: million, fund, depart, reduct, alloc 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, pension, allow 
 Topic 19: transport, emiss, million, year, govern 
 Topic 20: year, countri, need, peopl, difficult 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 41 (approx. per word bound = -6.452, relative change = 1.586e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 42 (approx. per word bound = -6.452, relative change = 1.589e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 43 (approx. per word bound = -6.452, relative change = 1.585e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 44 (approx. per word bound = -6.452, relative change = 1.539e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 45 (approx. per word bound = -6.452, relative change = 1.499e-05) 
Topic 1: tax, deputi, child, polici, parti 
 Topic 2: scheme, year, increas, million, per 
 Topic 3: peopl, deputi, govern, budget, opposit 
 Topic 4: budget, increas, minist, year, deputi 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: school, educ, increas, provid, programm 
 Topic 10: sport, tourism, ireland, year, million 
 Topic 11: year, sector, farm, scheme, farmer 
 Topic 12: tax, govern, budget, rate, year 
 Topic 13: servic, fund, million, support, provid 
 Topic 14: servic, garda, area, provid, year 
 Topic 15: million, fund, depart, reduct, alloc 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, pension, allow 
 Topic 19: transport, emiss, million, year, govern 
 Topic 20: year, countri, need, peopl, difficult 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 46 (approx. per word bound = -6.452, relative change = 1.393e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 47 (approx. per word bound = -6.452, relative change = 1.845e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 48 (approx. per word bound = -6.452, relative change = 2.281e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 49 (approx. per word bound = -6.451, relative change = 2.131e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 50 (approx. per word bound = -6.451, relative change = 1.584e-05) 
Topic 1: tax, deputi, child, polici, parti 
 Topic 2: scheme, year, million, increas, per 
 Topic 3: peopl, deputi, govern, budget, opposit 
 Topic 4: budget, increas, minist, deputi, year 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: school, educ, increas, provid, programm 
 Topic 10: sport, tourism, ireland, year, million 
 Topic 11: year, sector, farm, scheme, farmer 
 Topic 12: tax, govern, budget, rate, year 
 Topic 13: servic, fund, support, million, provid 
 Topic 14: servic, garda, area, provid, year 
 Topic 15: million, fund, depart, reduct, alloc 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, pension, allow 
 Topic 19: transport, emiss, million, year, govern 
 Topic 20: year, countri, need, peopl, difficult 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 51 (approx. per word bound = -6.451, relative change = 1.266e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 52 (approx. per word bound = -6.451, relative change = 1.138e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 53 (approx. per word bound = -6.451, relative change = 1.068e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 54 (approx. per word bound = -6.451, relative change = 1.128e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 55 (approx. per word bound = -6.451, relative change = 1.808e-05) 
Topic 1: tax, deputi, child, polici, parti 
 Topic 2: scheme, year, million, increas, per 
 Topic 3: peopl, deputi, govern, budget, opposit 
 Topic 4: budget, increas, minist, deputi, year 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: school, educ, increas, provid, programm 
 Topic 10: sport, tourism, ireland, year, million 
 Topic 11: year, sector, farm, farmer, scheme 
 Topic 12: tax, govern, budget, rate, year 
 Topic 13: servic, fund, support, million, provid 
 Topic 14: servic, garda, area, provid, year 
 Topic 15: million, fund, depart, reduct, alloc 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, pension, allow 
 Topic 19: transport, emiss, million, year, govern 
 Topic 20: year, countri, need, peopl, difficult 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 56 (approx. per word bound = -6.451, relative change = 1.577e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 57 (approx. per word bound = -6.451, relative change = 1.188e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 58 (approx. per word bound = -6.451, relative change = 1.477e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 59 (approx. per word bound = -6.450, relative change = 1.856e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 60 (approx. per word bound = -6.450, relative change = 1.983e-05) 
Topic 1: tax, deputi, child, polici, parti 
 Topic 2: scheme, year, million, increas, per 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: budget, increas, minist, deputi, year 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: school, educ, increas, provid, programm 
 Topic 10: sport, tourism, ireland, year, million 
 Topic 11: year, sector, farm, farmer, scheme 
 Topic 12: tax, govern, budget, rate, year 
 Topic 13: servic, fund, support, million, provid 
 Topic 14: servic, garda, area, provid, year 
 Topic 15: million, fund, depart, reduct, alloc 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, pension, allow 
 Topic 19: transport, emiss, million, year, govern 
 Topic 20: year, countri, need, peopl, difficult 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 61 (approx. per word bound = -6.450, relative change = 1.928e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 62 (approx. per word bound = -6.450, relative change = 1.902e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 63 (approx. per word bound = -6.450, relative change = 1.721e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 64 (approx. per word bound = -6.450, relative change = 1.663e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 65 (approx. per word bound = -6.450, relative change = 1.698e-05) 
Topic 1: tax, deputi, child, polici, parti 
 Topic 2: scheme, year, million, per, farmer 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: budget, minist, increas, deputi, year 
 Topic 5: deputi, year, govern, tax, budget 
 Topic 6: hous, year, local, author, provid 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: school, educ, increas, provid, programm 
 Topic 10: sport, tourism, ireland, year, million 
 Topic 11: year, sector, farm, farmer, scheme 
 Topic 12: tax, govern, budget, rate, year 
 Topic 13: servic, fund, support, million, provid 
 Topic 14: servic, garda, area, provid, year 
 Topic 15: million, fund, depart, reduct, alloc 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, pension, allow 
 Topic 19: transport, emiss, million, year, govern 
 Topic 20: year, countri, need, peopl, difficult 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 66 (approx. per word bound = -6.450, relative change = 1.476e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 67 (approx. per word bound = -6.450, relative change = 1.253e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 68 (approx. per word bound = -6.450, relative change = 1.157e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 69 (approx. per word bound = -6.449, relative change = 1.251e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 70 (approx. per word bound = -6.449, relative change = 1.407e-05) 
Topic 1: tax, deputi, child, polici, parti 
 Topic 2: scheme, year, million, farmer, per 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: budget, minist, deputi, increas, year 
 Topic 5: deputi, year, govern, budget, tax 
 Topic 6: hous, year, local, author, provid 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: school, educ, increas, provid, million 
 Topic 10: sport, tourism, ireland, year, million 
 Topic 11: year, sector, farm, farmer, scheme 
 Topic 12: tax, govern, budget, rate, year 
 Topic 13: servic, fund, support, million, provid 
 Topic 14: servic, garda, area, provid, year 
 Topic 15: million, fund, depart, reduct, alloc 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, pension, allow 
 Topic 19: transport, emiss, million, year, govern 
 Topic 20: year, countri, need, peopl, difficult 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 71 (approx. per word bound = -6.449, relative change = 1.812e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 72 (approx. per word bound = -6.449, relative change = 2.328e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 73 (approx. per word bound = -6.449, relative change = 2.317e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 74 (approx. per word bound = -6.449, relative change = 1.764e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 75 (approx. per word bound = -6.449, relative change = 1.165e-05) 
Topic 1: tax, deputi, child, polici, parti 
 Topic 2: scheme, year, million, farmer, per 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: budget, minist, deputi, year, increas 
 Topic 5: deputi, year, govern, budget, tax 
 Topic 6: hous, year, local, author, increas 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: school, educ, increas, provid, million 
 Topic 10: sport, tourism, ireland, year, million 
 Topic 11: year, sector, farm, scheme, farmer 
 Topic 12: tax, govern, budget, rate, year 
 Topic 13: servic, fund, support, million, provid 
 Topic 14: servic, garda, area, provid, year 
 Topic 15: million, fund, depart, reduct, alloc 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, pension, allow 
 Topic 19: transport, emiss, million, year, govern 
 Topic 20: year, countri, need, peopl, difficult 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	.....................
	 Recovering initialization...
 	.........................................
Initialization complete.
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.754) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.553, relative change = 2.985e-02) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 3 (approx. per word bound = -6.504, relative change = 7.376e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 4 (approx. per word bound = -6.482, relative change = 3.452e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -6.469, relative change = 1.906e-03) 
Topic 1: féin, sinn, deputi, tax, polit 
 Topic 2: farmer, scheme, million, year, farm 
 Topic 3: peopl, govern, deputi, opposit, gael 
 Topic 4: budget, fáil, increas, fianna, deputi 
 Topic 5: deputi, govern, tax, year, money 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, year, increas, older 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: school, educ, increas, million, programm 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: year, sector, govern, scheme, budget 
 Topic 12: tax, rate, govern, budget, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, area, provid, year, fund 
 Topic 15: million, fund, depart, year, alloc 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: local, water, govern, year, author 
 Topic 18: increas, support, child, social, payment 
 Topic 19: transport, emiss, million, public, year 
 Topic 20: year, need, system, chang, one 
 Topic 21: increas, year, social, budget, pension 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -6.462, relative change = 1.121e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 7 (approx. per word bound = -6.457, relative change = 7.532e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 8 (approx. per word bound = -6.454, relative change = 5.297e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 9 (approx. per word bound = -6.451, relative change = 3.789e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 10 (approx. per word bound = -6.450, relative change = 2.825e-04) 
Topic 1: deputi, féin, sinn, labour, parti 
 Topic 2: farmer, scheme, year, million, farm 
 Topic 3: peopl, govern, deputi, opposit, budget 
 Topic 4: budget, increas, econom, deputi, year 
 Topic 5: deputi, year, tax, govern, money 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, million, programm 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: year, sector, govern, scheme, depart 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, area, provid, year, garda 
 Topic 15: million, fund, depart, alloc, year 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, payment, year, famili 
 Topic 19: transport, emiss, million, public, year 
 Topic 20: year, need, chang, servic, system 
 Topic 21: increas, year, pension, social, budget 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 11 (approx. per word bound = -6.448, relative change = 2.146e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 12 (approx. per word bound = -6.447, relative change = 1.728e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 13 (approx. per word bound = -6.446, relative change = 1.503e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 14 (approx. per word bound = -6.445, relative change = 1.312e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 15 (approx. per word bound = -6.445, relative change = 1.158e-04) 
Topic 1: deputi, féin, sinn, labour, parti 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, govern, deputi, opposit, budget 
 Topic 4: budget, increas, econom, deputi, spend 
 Topic 5: deputi, year, tax, govern, money 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: year, sector, govern, scheme, depart 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, garda, area, provid, year 
 Topic 15: million, fund, depart, alloc, capit 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, payment, year, famili 
 Topic 19: transport, emiss, million, public, year 
 Topic 20: year, peopl, servic, need, chang 
 Topic 21: increas, year, pension, social, budget 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 16 (approx. per word bound = -6.444, relative change = 1.065e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 17 (approx. per word bound = -6.443, relative change = 1.044e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 18 (approx. per word bound = -6.443, relative change = 9.109e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 19 (approx. per word bound = -6.442, relative change = 8.150e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 20 (approx. per word bound = -6.442, relative change = 7.462e-05) 
Topic 1: deputi, labour, parti, tax, féin 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: budget, increas, deputi, econom, spend 
 Topic 5: deputi, year, tax, govern, money 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: year, sector, govern, scheme, depart 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: servic, garda, area, provid, year 
 Topic 15: million, fund, depart, alloc, reduct 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, payment, year, famili 
 Topic 19: transport, emiss, million, public, year 
 Topic 20: year, peopl, need, servic, chang 
 Topic 21: increas, year, pension, social, budget 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 21 (approx. per word bound = -6.441, relative change = 7.093e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 22 (approx. per word bound = -6.441, relative change = 6.786e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 23 (approx. per word bound = -6.440, relative change = 6.079e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 24 (approx. per word bound = -6.440, relative change = 4.932e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 25 (approx. per word bound = -6.440, relative change = 4.411e-05) 
Topic 1: deputi, labour, tax, parti, féin 
 Topic 2: farmer, year, farm, scheme, million 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: budget, increas, deputi, econom, spend 
 Topic 5: deputi, year, tax, govern, money 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: year, sector, govern, scheme, depart 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, support, provid 
 Topic 14: servic, garda, area, provid, year 
 Topic 15: million, fund, depart, reduct, alloc 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, payment, year, famili 
 Topic 19: transport, emiss, million, public, year 
 Topic 20: year, peopl, need, countri, chang 
 Topic 21: increas, year, pension, social, budget 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 26 (approx. per word bound = -6.439, relative change = 3.811e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 27 (approx. per word bound = -6.439, relative change = 3.630e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 28 (approx. per word bound = -6.439, relative change = 3.591e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 29 (approx. per word bound = -6.439, relative change = 2.984e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 30 (approx. per word bound = -6.439, relative change = 2.702e-05) 
Topic 1: deputi, labour, tax, parti, féin 
 Topic 2: farmer, year, farm, scheme, million 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: budget, increas, deputi, econom, year 
 Topic 5: deputi, year, tax, govern, money 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: year, sector, govern, scheme, depart 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, support, provid 
 Topic 14: servic, garda, area, provid, year 
 Topic 15: million, fund, depart, reduct, alloc 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, payment, year, famili 
 Topic 19: transport, emiss, million, public, year 
 Topic 20: year, peopl, countri, need, chang 
 Topic 21: increas, year, pension, social, budget 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 31 (approx. per word bound = -6.438, relative change = 2.425e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 32 (approx. per word bound = -6.438, relative change = 2.282e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 33 (approx. per word bound = -6.438, relative change = 2.182e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 34 (approx. per word bound = -6.438, relative change = 1.967e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 35 (approx. per word bound = -6.438, relative change = 1.997e-05) 
Topic 1: deputi, tax, labour, parti, govern 
 Topic 2: farmer, year, farm, scheme, million 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: budget, increas, deputi, econom, year 
 Topic 5: deputi, year, tax, govern, money 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: year, sector, govern, scheme, energi 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, support, provid 
 Topic 14: servic, garda, area, provid, year 
 Topic 15: million, fund, depart, reduct, alloc 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, payment, year, famili 
 Topic 19: transport, emiss, million, public, year 
 Topic 20: year, peopl, countri, need, chang 
 Topic 21: increas, year, pension, social, budget 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 36 (approx. per word bound = -6.438, relative change = 2.070e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 37 (approx. per word bound = -6.438, relative change = 1.886e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 38 (approx. per word bound = -6.438, relative change = 1.973e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 39 (approx. per word bound = -6.437, relative change = 2.015e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 40 (approx. per word bound = -6.437, relative change = 2.131e-05) 
Topic 1: deputi, tax, labour, parti, govern 
 Topic 2: farmer, year, farm, scheme, million 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: budget, increas, deputi, econom, year 
 Topic 5: deputi, year, tax, govern, money 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: year, sector, govern, scheme, energi 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, support, provid 
 Topic 14: servic, garda, area, provid, year 
 Topic 15: million, fund, depart, reduct, alloc 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, payment, year, famili 
 Topic 19: transport, emiss, million, year, public 
 Topic 20: year, peopl, countri, need, chang 
 Topic 21: increas, year, pension, social, budget 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 41 (approx. per word bound = -6.437, relative change = 2.345e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 42 (approx. per word bound = -6.437, relative change = 2.481e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 43 (approx. per word bound = -6.437, relative change = 2.108e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 44 (approx. per word bound = -6.437, relative change = 1.672e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 45 (approx. per word bound = -6.437, relative change = 1.206e-05) 
Topic 1: deputi, tax, labour, parti, govern 
 Topic 2: farmer, year, farm, scheme, million 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: budget, increas, deputi, econom, year 
 Topic 5: deputi, year, tax, govern, money 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, ireland, year, million 
 Topic 11: year, sector, govern, scheme, energi 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, support, provid 
 Topic 14: servic, garda, area, provid, year 
 Topic 15: million, fund, depart, reduct, alloc 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, emiss, million, year, public 
 Topic 20: year, peopl, countri, need, chang 
 Topic 21: increas, year, pension, social, budget 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 46 (approx. per word bound = -6.437, relative change = 1.192e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 47 (approx. per word bound = -6.437, relative change = 1.132e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	......................
	 Recovering initialization...
 	.........................................
Initialization complete.
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.743) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.544, relative change = 2.957e-02) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 3 (approx. per word bound = -6.492, relative change = 7.900e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 4 (approx. per word bound = -6.467, relative change = 3.830e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -6.454, relative change = 2.073e-03) 
Topic 1: féin, sinn, deputi, tax, polit 
 Topic 2: farmer, scheme, million, year, farm 
 Topic 3: peopl, govern, deputi, opposit, gael 
 Topic 4: budget, increas, deputi, fáil, fianna 
 Topic 5: deputi, govern, tax, year, money 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: school, educ, increas, million, programm 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: year, govern, sector, scheme, budget 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, area, provid, year, fund 
 Topic 15: million, fund, depart, year, alloc 
 Topic 16: budget, tax, peopl, govern, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, famili, support, payment 
 Topic 19: transport, emiss, million, public, year 
 Topic 20: year, system, need, chang, one 
 Topic 21: increas, year, social, pension, budget 
 Topic 22: develop, programm, fund, childcar, communiti 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -6.446, relative change = 1.192e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 7 (approx. per word bound = -6.441, relative change = 7.843e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 8 (approx. per word bound = -6.438, relative change = 5.388e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 9 (approx. per word bound = -6.435, relative change = 4.030e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 10 (approx. per word bound = -6.433, relative change = 3.045e-04) 
Topic 1: deputi, féin, sinn, parti, labour 
 Topic 2: farmer, scheme, year, farm, million 
 Topic 3: peopl, govern, deputi, opposit, gael 
 Topic 4: budget, increas, econom, deputi, time 
 Topic 5: deputi, year, govern, tax, money 
 Topic 6: hous, year, local, increas, govern 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: year, govern, sector, scheme, depart 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, area, year, provid, garda 
 Topic 15: million, fund, depart, alloc, year 
 Topic 16: budget, tax, peopl, govern, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, emiss, million, public, year 
 Topic 20: year, system, need, chang, one 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: care, develop, programm, fund, support 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 11 (approx. per word bound = -6.431, relative change = 2.322e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 12 (approx. per word bound = -6.430, relative change = 1.878e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 13 (approx. per word bound = -6.429, relative change = 1.536e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 14 (approx. per word bound = -6.429, relative change = 1.167e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 15 (approx. per word bound = -6.428, relative change = 9.807e-05) 
Topic 1: deputi, tax, labour, parti, féin 
 Topic 2: farmer, year, farm, scheme, million 
 Topic 3: peopl, govern, deputi, opposit, gael 
 Topic 4: budget, increas, deputi, econom, time 
 Topic 5: deputi, year, tax, govern, money 
 Topic 6: hous, year, local, increas, govern 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: govern, year, sector, scheme, depart 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, area, year, provid 
 Topic 15: million, fund, depart, alloc, year 
 Topic 16: budget, tax, peopl, govern, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, emiss, million, public, year 
 Topic 20: year, need, chang, system, peopl 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: care, fund, develop, support, programm 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 16 (approx. per word bound = -6.427, relative change = 8.455e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 17 (approx. per word bound = -6.427, relative change = 7.573e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 18 (approx. per word bound = -6.426, relative change = 6.814e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 19 (approx. per word bound = -6.426, relative change = 6.015e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 20 (approx. per word bound = -6.426, relative change = 5.670e-05) 
Topic 1: deputi, tax, labour, parti, polici 
 Topic 2: farmer, farm, year, scheme, million 
 Topic 3: peopl, govern, deputi, gael, opposit 
 Topic 4: budget, increas, deputi, econom, time 
 Topic 5: deputi, year, tax, govern, money 
 Topic 6: hous, year, local, increas, govern 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: govern, year, sector, depart, scheme 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, area, year 
 Topic 15: million, fund, depart, alloc, year 
 Topic 16: budget, tax, peopl, govern, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, emiss, million, public, year 
 Topic 20: year, peopl, need, chang, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, develop, support, programm 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 21 (approx. per word bound = -6.425, relative change = 5.427e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 22 (approx. per word bound = -6.425, relative change = 5.116e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 23 (approx. per word bound = -6.425, relative change = 4.563e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 24 (approx. per word bound = -6.424, relative change = 4.000e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 25 (approx. per word bound = -6.424, relative change = 3.724e-05) 
Topic 1: deputi, tax, labour, parti, polici 
 Topic 2: farmer, farm, year, scheme, million 
 Topic 3: peopl, govern, deputi, gael, opposit 
 Topic 4: budget, increas, deputi, econom, year 
 Topic 5: deputi, year, tax, govern, money 
 Topic 6: hous, year, local, increas, govern 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: govern, year, sector, depart, scheme 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, area 
 Topic 15: million, fund, depart, alloc, reduct 
 Topic 16: budget, tax, peopl, govern, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, payment, welfar 
 Topic 19: transport, emiss, million, public, year 
 Topic 20: year, peopl, need, chang, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, develop, support, programm 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 26 (approx. per word bound = -6.424, relative change = 3.469e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 27 (approx. per word bound = -6.424, relative change = 3.497e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 28 (approx. per word bound = -6.424, relative change = 2.996e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 29 (approx. per word bound = -6.423, relative change = 2.626e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 30 (approx. per word bound = -6.423, relative change = 2.352e-05) 
Topic 1: deputi, tax, parti, labour, polici 
 Topic 2: farmer, farm, year, scheme, million 
 Topic 3: govern, peopl, deputi, budget, gael 
 Topic 4: budget, increas, deputi, econom, year 
 Topic 5: deputi, year, tax, govern, money 
 Topic 6: hous, year, local, increas, govern 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: govern, sector, year, depart, scheme 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, organis 
 Topic 15: million, fund, depart, alloc, reduct 
 Topic 16: budget, tax, peopl, govern, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, payment, welfar 
 Topic 19: transport, emiss, million, public, year 
 Topic 20: year, peopl, need, chang, countri 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, develop, programm 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 31 (approx. per word bound = -6.423, relative change = 2.134e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 32 (approx. per word bound = -6.423, relative change = 2.087e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 33 (approx. per word bound = -6.423, relative change = 2.085e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 34 (approx. per word bound = -6.423, relative change = 1.818e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 35 (approx. per word bound = -6.423, relative change = 1.786e-05) 
Topic 1: deputi, tax, parti, labour, polici 
 Topic 2: farmer, farm, year, scheme, million 
 Topic 3: govern, peopl, deputi, budget, gael 
 Topic 4: budget, increas, deputi, econom, year 
 Topic 5: deputi, year, tax, govern, money 
 Topic 6: hous, year, local, increas, author 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: govern, sector, year, depart, scheme 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, organis 
 Topic 15: million, fund, depart, alloc, reduct 
 Topic 16: budget, tax, peopl, govern, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, payment, welfar 
 Topic 19: transport, emiss, million, public, year 
 Topic 20: year, peopl, need, chang, countri 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, develop, programm 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 36 (approx. per word bound = -6.423, relative change = 1.847e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 37 (approx. per word bound = -6.422, relative change = 1.934e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 38 (approx. per word bound = -6.422, relative change = 2.141e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 39 (approx. per word bound = -6.422, relative change = 2.327e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 40 (approx. per word bound = -6.422, relative change = 2.800e-05) 
Topic 1: tax, deputi, parti, labour, polici 
 Topic 2: farmer, farm, year, scheme, million 
 Topic 3: govern, peopl, deputi, budget, gael 
 Topic 4: budget, increas, deputi, econom, year 
 Topic 5: deputi, year, tax, govern, money 
 Topic 6: hous, year, local, increas, author 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: govern, sector, year, depart, scheme 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, reduct 
 Topic 16: budget, tax, peopl, govern, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, payment, welfar 
 Topic 19: transport, emiss, million, year, public 
 Topic 20: year, peopl, need, chang, countri 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, support, care, develop, children 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 41 (approx. per word bound = -6.422, relative change = 2.525e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 42 (approx. per word bound = -6.422, relative change = 1.752e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 43 (approx. per word bound = -6.422, relative change = 1.347e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 44 (approx. per word bound = -6.421, relative change = 1.348e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 45 (approx. per word bound = -6.421, relative change = 1.279e-05) 
Topic 1: tax, deputi, parti, polici, labour 
 Topic 2: farmer, farm, year, scheme, million 
 Topic 3: govern, peopl, deputi, budget, gael 
 Topic 4: budget, increas, deputi, econom, year 
 Topic 5: deputi, year, tax, govern, money 
 Topic 6: hous, year, local, increas, author 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: govern, sector, year, depart, scheme 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, organis 
 Topic 15: million, fund, depart, alloc, reduct 
 Topic 16: budget, tax, peopl, govern, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, payment, allow 
 Topic 19: transport, emiss, million, year, public 
 Topic 20: year, peopl, countri, need, chang 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, support, care, develop, children 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 46 (approx. per word bound = -6.421, relative change = 1.261e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 47 (approx. per word bound = -6.421, relative change = 1.253e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 48 (approx. per word bound = -6.421, relative change = 1.301e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 49 (approx. per word bound = -6.421, relative change = 1.350e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 50 (approx. per word bound = -6.421, relative change = 1.428e-05) 
Topic 1: tax, deputi, parti, polici, labour 
 Topic 2: farmer, farm, year, scheme, million 
 Topic 3: govern, peopl, deputi, budget, gael 
 Topic 4: budget, increas, deputi, econom, year 
 Topic 5: deputi, year, tax, govern, money 
 Topic 6: hous, year, local, increas, author 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: govern, sector, year, depart, scheme 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, organis 
 Topic 15: million, fund, depart, alloc, reduct 
 Topic 16: budget, tax, peopl, govern, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, payment, allow 
 Topic 19: transport, emiss, million, year, public 
 Topic 20: year, peopl, countri, need, chang 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, support, care, develop, children 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 51 (approx. per word bound = -6.421, relative change = 1.728e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 52 (approx. per word bound = -6.421, relative change = 1.712e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 53 (approx. per word bound = -6.421, relative change = 1.152e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	.......................
	 Recovering initialization...
 	.........................................
Initialization complete.
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.721) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.516, relative change = 3.050e-02) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 3 (approx. per word bound = -6.470, relative change = 7.161e-03) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 4 (approx. per word bound = -6.449, relative change = 3.192e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -6.438, relative change = 1.778e-03) 
Topic 1: féin, sinn, deputi, tax, labour 
 Topic 2: deputi, year, increas, problem, ireland 
 Topic 3: peopl, govern, deputi, opposit, gael 
 Topic 4: budget, increas, deputi, look, time 
 Topic 5: deputi, govern, tax, year, parti 
 Topic 6: hous, year, local, increas, govern 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: school, educ, increas, million, programm 
 Topic 10: sport, year, tourism, ireland, govern 
 Topic 11: govern, energi, budget, year, ensur 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, year, provid, fund, garda 
 Topic 15: million, fund, depart, alloc, year 
 Topic 16: budget, tax, peopl, year, govern 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, payment, social, year, famili 
 Topic 19: transport, emiss, million, public, year 
 Topic 20: year, need, system, chang, one 
 Topic 21: increas, year, social, pension, budget 
 Topic 22: fund, develop, servic, communiti, programm 
 Topic 23: farmer, year, scheme, farm, million 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -6.431, relative change = 1.004e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 7 (approx. per word bound = -6.427, relative change = 6.506e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 8 (approx. per word bound = -6.424, relative change = 4.741e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 9 (approx. per word bound = -6.422, relative change = 3.331e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 10 (approx. per word bound = -6.420, relative change = 2.387e-04) 
Topic 1: deputi, féin, sinn, labour, parti 
 Topic 2: deputi, year, money, govern, problem 
 Topic 3: govern, peopl, deputi, gael, opposit 
 Topic 4: budget, increas, econom, deputi, time 
 Topic 5: deputi, tax, govern, year, billion 
 Topic 6: hous, year, local, increas, author 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: school, educ, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: govern, energi, budget, year, peopl 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: peopl, budget, tax, govern, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, emiss, million, public, year 
 Topic 20: year, system, chang, need, one 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, develop, servic, programm, communiti 
 Topic 23: farmer, year, scheme, farm, million 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 11 (approx. per word bound = -6.419, relative change = 1.837e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 12 (approx. per word bound = -6.418, relative change = 1.454e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 13 (approx. per word bound = -6.417, relative change = 1.256e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 14 (approx. per word bound = -6.417, relative change = 9.970e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 15 (approx. per word bound = -6.416, relative change = 7.707e-05) 
Topic 1: deputi, labour, parti, tax, féin 
 Topic 2: deputi, year, money, govern, problem 
 Topic 3: peopl, govern, deputi, gael, fine 
 Topic 4: budget, increas, deputi, econom, time 
 Topic 5: tax, govern, deputi, year, billion 
 Topic 6: hous, year, local, increas, author 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, energi, budget, year, peopl 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: peopl, budget, tax, govern, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, emiss, million, public, year 
 Topic 20: year, system, chang, need, one 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, develop, care, servic, support 
 Topic 23: farmer, year, scheme, farm, million 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 16 (approx. per word bound = -6.416, relative change = 6.145e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 17 (approx. per word bound = -6.415, relative change = 5.128e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 18 (approx. per word bound = -6.415, relative change = 4.175e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 19 (approx. per word bound = -6.415, relative change = 3.538e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 20 (approx. per word bound = -6.415, relative change = 3.369e-05) 
Topic 1: deputi, labour, parti, tax, féin 
 Topic 2: deputi, year, money, govern, ireland 
 Topic 3: peopl, govern, deputi, gael, parti 
 Topic 4: budget, increas, deputi, econom, time 
 Topic 5: tax, govern, deputi, year, billion 
 Topic 6: hous, year, local, increas, author 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, energi, budget, year, peopl 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: peopl, budget, tax, govern, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, emiss, million, year, public 
 Topic 20: year, system, chang, need, one 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, develop, servic 
 Topic 23: farmer, year, scheme, farm, million 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 21 (approx. per word bound = -6.415, relative change = 3.141e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 22 (approx. per word bound = -6.414, relative change = 3.040e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 23 (approx. per word bound = -6.414, relative change = 2.557e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 24 (approx. per word bound = -6.414, relative change = 2.322e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 25 (approx. per word bound = -6.414, relative change = 2.231e-05) 
Topic 1: deputi, labour, parti, tax, féin 
 Topic 2: deputi, year, money, govern, budget 
 Topic 3: peopl, govern, deputi, gael, parti 
 Topic 4: budget, increas, deputi, econom, time 
 Topic 5: tax, govern, deputi, year, billion 
 Topic 6: hous, year, local, increas, author 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, energi, budget, year, peopl 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: peopl, budget, tax, govern, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, emiss, million, year, public 
 Topic 20: year, system, chang, need, one 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, develop, servic 
 Topic 23: farmer, year, scheme, farm, million 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 26 (approx. per word bound = -6.414, relative change = 2.292e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 27 (approx. per word bound = -6.414, relative change = 2.378e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 28 (approx. per word bound = -6.413, relative change = 2.530e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 29 (approx. per word bound = -6.413, relative change = 2.399e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 30 (approx. per word bound = -6.413, relative change = 2.153e-05) 
Topic 1: deputi, labour, parti, tax, govern 
 Topic 2: deputi, year, money, govern, budget 
 Topic 3: peopl, govern, deputi, gael, parti 
 Topic 4: budget, increas, deputi, econom, spend 
 Topic 5: govern, tax, deputi, year, billion 
 Topic 6: hous, year, local, increas, author 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, energi, budget, year, peopl 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: peopl, budget, tax, govern, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, emiss, million, year, public 
 Topic 20: year, system, chang, need, one 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, develop, servic 
 Topic 23: farmer, year, scheme, farm, million 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 31 (approx. per word bound = -6.413, relative change = 2.224e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 32 (approx. per word bound = -6.413, relative change = 2.172e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 33 (approx. per word bound = -6.413, relative change = 1.916e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 34 (approx. per word bound = -6.413, relative change = 1.689e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 35 (approx. per word bound = -6.413, relative change = 1.689e-05) 
Topic 1: deputi, labour, parti, govern, tax 
 Topic 2: deputi, year, money, budget, govern 
 Topic 3: govern, peopl, deputi, gael, parti 
 Topic 4: budget, increas, deputi, econom, spend 
 Topic 5: tax, govern, deputi, year, billion 
 Topic 6: hous, year, local, increas, author 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, energi, budget, year, peopl 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: peopl, budget, tax, govern, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, emiss, million, year, public 
 Topic 20: year, system, chang, need, one 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, develop, servic 
 Topic 23: farmer, year, scheme, farm, million 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 36 (approx. per word bound = -6.412, relative change = 1.791e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 37 (approx. per word bound = -6.412, relative change = 2.199e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 38 (approx. per word bound = -6.412, relative change = 2.277e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 39 (approx. per word bound = -6.412, relative change = 1.913e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 40 (approx. per word bound = -6.412, relative change = 1.546e-05) 
Topic 1: deputi, labour, govern, parti, tax 
 Topic 2: deputi, year, money, budget, peopl 
 Topic 3: govern, peopl, deputi, gael, parti 
 Topic 4: budget, increas, deputi, econom, spend 
 Topic 5: tax, govern, deputi, year, billion 
 Topic 6: hous, year, local, increas, author 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, energi, budget, year, peopl 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: peopl, budget, tax, govern, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, emiss, million, year, public 
 Topic 20: year, system, chang, need, one 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, support, care, develop, servic 
 Topic 23: farmer, year, scheme, farm, million 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 41 (approx. per word bound = -6.412, relative change = 1.349e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 42 (approx. per word bound = -6.412, relative change = 1.129e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 43 (approx. per word bound = -6.412, relative change = 1.017e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	........................
	 Recovering initialization...
 	.........................................
Initialization complete.
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.707) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.496, relative change = 3.145e-02) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 3 (approx. per word bound = -6.449, relative change = 7.250e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 4 (approx. per word bound = -6.428, relative change = 3.229e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -6.417, relative change = 1.702e-03) 
Topic 1: féin, sinn, tax, deputi, polit 
 Topic 2: deputi, year, increas, problem, ireland 
 Topic 3: peopl, govern, opposit, deputi, gael 
 Topic 4: budget, increas, look, deputi, time 
 Topic 5: deputi, govern, tax, year, parti 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: school, educ, increas, million, programm 
 Topic 10: sport, year, tourism, ireland, govern 
 Topic 11: govern, energi, budget, year, ensur 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, year, provid, garda, fund 
 Topic 15: million, fund, depart, alloc, year 
 Topic 16: budget, tax, peopl, govern, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, payment, year, famili 
 Topic 19: transport, million, road, public, project 
 Topic 20: year, need, chang, system, one 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, develop, servic, programm, communiti 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, develop 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -6.411, relative change = 9.210e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 7 (approx. per word bound = -6.407, relative change = 5.787e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 8 (approx. per word bound = -6.405, relative change = 4.036e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 9 (approx. per word bound = -6.403, relative change = 2.991e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 10 (approx. per word bound = -6.401, relative change = 2.256e-04) 
Topic 1: deputi, labour, féin, sinn, parti 
 Topic 2: deputi, year, money, govern, problem 
 Topic 3: peopl, govern, deputi, gael, opposit 
 Topic 4: budget, increas, deputi, econom, time 
 Topic 5: tax, deputi, govern, year, billion 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: school, educ, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: govern, energi, budget, year, peopl 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: budget, tax, peopl, govern, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, million, road, public, project 
 Topic 20: year, system, chang, need, one 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, develop, servic, care, programm 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, develop 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 11 (approx. per word bound = -6.400, relative change = 1.551e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 12 (approx. per word bound = -6.400, relative change = 1.137e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 13 (approx. per word bound = -6.399, relative change = 9.289e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 14 (approx. per word bound = -6.399, relative change = 7.408e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 15 (approx. per word bound = -6.398, relative change = 6.035e-05) 
Topic 1: deputi, labour, parti, tax, féin 
 Topic 2: deputi, year, money, govern, problem 
 Topic 3: peopl, govern, deputi, gael, fine 
 Topic 4: budget, increas, deputi, econom, minist 
 Topic 5: tax, govern, deputi, year, billion 
 Topic 6: hous, year, local, increas, author 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, energi, budget, year, peopl 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, art, alloc 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, road, million, public, project 
 Topic 20: year, system, chang, need, one 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, develop, servic, support 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, develop 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 16 (approx. per word bound = -6.398, relative change = 5.019e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 17 (approx. per word bound = -6.398, relative change = 4.169e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 18 (approx. per word bound = -6.397, relative change = 3.642e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 19 (approx. per word bound = -6.397, relative change = 3.237e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 20 (approx. per word bound = -6.397, relative change = 2.935e-05) 
Topic 1: deputi, labour, parti, tax, féin 
 Topic 2: deputi, year, money, govern, budget 
 Topic 3: peopl, govern, deputi, gael, fine 
 Topic 4: budget, increas, deputi, econom, minist 
 Topic 5: govern, tax, deputi, year, billion 
 Topic 6: hous, year, local, increas, author 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, energi, budget, year, peopl 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, art, alloc 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, road, million, public, project 
 Topic 20: year, system, chang, need, one 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, develop, servic 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, develop 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 21 (approx. per word bound = -6.397, relative change = 2.782e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 22 (approx. per word bound = -6.397, relative change = 2.621e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 23 (approx. per word bound = -6.396, relative change = 2.461e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 24 (approx. per word bound = -6.396, relative change = 2.307e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 25 (approx. per word bound = -6.396, relative change = 2.126e-05) 
Topic 1: deputi, labour, parti, tax, polici 
 Topic 2: deputi, year, money, govern, budget 
 Topic 3: peopl, govern, deputi, gael, fine 
 Topic 4: budget, increas, deputi, econom, year 
 Topic 5: govern, tax, deputi, year, billion 
 Topic 6: hous, year, local, increas, author 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, energi, budget, year, peopl 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, art, alloc 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, road, million, public, project 
 Topic 20: year, system, chang, need, one 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, develop, servic 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, develop 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 26 (approx. per word bound = -6.396, relative change = 1.972e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 27 (approx. per word bound = -6.396, relative change = 1.972e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 28 (approx. per word bound = -6.396, relative change = 2.016e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 29 (approx. per word bound = -6.396, relative change = 2.142e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 30 (approx. per word bound = -6.396, relative change = 2.174e-05) 
Topic 1: deputi, labour, tax, parti, polici 
 Topic 2: deputi, year, money, budget, govern 
 Topic 3: govern, peopl, deputi, gael, parti 
 Topic 4: budget, increas, deputi, econom, year 
 Topic 5: govern, tax, deputi, year, billion 
 Topic 6: hous, year, local, increas, author 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, energi, budget, year, peopl 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, road, million, public, project 
 Topic 20: year, system, chang, need, one 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, develop, servic 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, develop 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 31 (approx. per word bound = -6.395, relative change = 2.016e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 32 (approx. per word bound = -6.395, relative change = 1.977e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 33 (approx. per word bound = -6.395, relative change = 2.118e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 34 (approx. per word bound = -6.395, relative change = 2.386e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 35 (approx. per word bound = -6.395, relative change = 2.234e-05) 
Topic 1: deputi, tax, labour, parti, polici 
 Topic 2: deputi, year, money, budget, govern 
 Topic 3: govern, peopl, deputi, gael, fine 
 Topic 4: budget, increas, deputi, econom, year 
 Topic 5: govern, tax, deputi, year, billion 
 Topic 6: hous, year, local, increas, author 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, energi, budget, year, peopl 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, road, million, public, project 
 Topic 20: year, system, chang, need, one 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, develop, servic 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, develop 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 36 (approx. per word bound = -6.395, relative change = 1.895e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 37 (approx. per word bound = -6.395, relative change = 1.751e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 38 (approx. per word bound = -6.394, relative change = 1.885e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 39 (approx. per word bound = -6.394, relative change = 1.786e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 40 (approx. per word bound = -6.394, relative change = 1.750e-05) 
Topic 1: deputi, tax, parti, labour, polici 
 Topic 2: deputi, year, money, budget, govern 
 Topic 3: govern, peopl, deputi, gael, fine 
 Topic 4: budget, increas, deputi, econom, year 
 Topic 5: govern, tax, deputi, year, billion 
 Topic 6: hous, year, local, increas, author 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, energi, budget, year, peopl 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, road, million, public, project 
 Topic 20: year, system, chang, need, one 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, servic, develop 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, develop 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 41 (approx. per word bound = -6.394, relative change = 1.587e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 42 (approx. per word bound = -6.394, relative change = 1.540e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 43 (approx. per word bound = -6.394, relative change = 1.735e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 44 (approx. per word bound = -6.394, relative change = 2.142e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 45 (approx. per word bound = -6.394, relative change = 2.111e-05) 
Topic 1: deputi, tax, parti, polici, labour 
 Topic 2: deputi, year, money, budget, peopl 
 Topic 3: govern, peopl, deputi, gael, fine 
 Topic 4: budget, increas, deputi, econom, year 
 Topic 5: govern, tax, deputi, year, billion 
 Topic 6: hous, year, local, increas, author 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, energi, budget, year, peopl 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, payment, allow 
 Topic 19: transport, road, million, public, project 
 Topic 20: year, system, chang, need, one 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, support, care, servic, develop 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, develop 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 46 (approx. per word bound = -6.394, relative change = 1.641e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 47 (approx. per word bound = -6.393, relative change = 1.248e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 48 (approx. per word bound = -6.393, relative change = 1.030e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 49 (approx. per word bound = -6.393, relative change = 1.035e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 50 (approx. per word bound = -6.393, relative change = 1.001e-05) 
Topic 1: deputi, tax, polici, parti, labour 
 Topic 2: deputi, year, money, budget, peopl 
 Topic 3: govern, peopl, deputi, gael, fine 
 Topic 4: budget, increas, deputi, econom, year 
 Topic 5: govern, tax, deputi, year, billion 
 Topic 6: hous, year, local, increas, author 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: govern, energi, budget, year, peopl 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, payment, allow 
 Topic 19: transport, road, million, public, project 
 Topic 20: year, system, chang, need, one 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, support, care, servic, develop 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, develop 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 51 (approx. per word bound = -6.393, relative change = 1.030e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 52 (approx. per word bound = -6.393, relative change = 1.082e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	.........................
	 Recovering initialization...
 	.........................................
Initialization complete.
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.700) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.486, relative change = 3.194e-02) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 3 (approx. per word bound = -6.440, relative change = 7.171e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 4 (approx. per word bound = -6.421, relative change = 2.967e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -6.411, relative change = 1.594e-03) 
Topic 1: féin, sinn, tax, deputi, polit 
 Topic 2: deputi, year, increas, problem, ireland 
 Topic 3: peopl, govern, opposit, deputi, parti 
 Topic 4: fáil, fianna, deputi, spend, year 
 Topic 5: deputi, tax, govern, year, money 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: school, educ, increas, million, programm 
 Topic 10: sport, year, tourism, govern, ireland 
 Topic 11: govern, budget, ensur, job, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, year, provid, fund, legal 
 Topic 15: million, fund, depart, alloc, year 
 Topic 16: budget, tax, peopl, govern, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, payment, social, famili, year 
 Topic 19: transport, million, road, public, project 
 Topic 20: year, need, system, one, chang 
 Topic 21: increas, year, social, pension, budget 
 Topic 22: fund, develop, servic, programm, communiti 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, energi, govern, year, develop 
 Topic 25: budget, year, economi, econom, gael 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -6.405, relative change = 8.826e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 7 (approx. per word bound = -6.401, relative change = 5.416e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 8 (approx. per word bound = -6.399, relative change = 3.996e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 9 (approx. per word bound = -6.397, relative change = 2.964e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 10 (approx. per word bound = -6.396, relative change = 2.288e-04) 
Topic 1: deputi, féin, sinn, labour, tax 
 Topic 2: deputi, year, money, govern, problem 
 Topic 3: peopl, govern, deputi, opposit, budget 
 Topic 4: deputi, increas, year, fáil, fianna 
 Topic 5: deputi, tax, govern, year, money 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: govern, budget, energi, peopl, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, million, road, public, project 
 Topic 20: year, system, need, one, chang 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, develop, servic, care, programm 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, budget, economi, gael, fine 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 11 (approx. per word bound = -6.394, relative change = 1.672e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 12 (approx. per word bound = -6.394, relative change = 1.280e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 13 (approx. per word bound = -6.393, relative change = 9.940e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 14 (approx. per word bound = -6.393, relative change = 7.547e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 15 (approx. per word bound = -6.392, relative change = 7.499e-05) 
Topic 1: deputi, labour, parti, tax, féin 
 Topic 2: deputi, year, money, govern, problem 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, increas, year, million, level 
 Topic 5: deputi, tax, govern, year, billion 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: govern, energi, budget, peopl, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, art, alloc 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, road, million, public, project 
 Topic 20: year, system, need, one, chang 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, develop, servic, support 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, budget, economi, gael, fine 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 16 (approx. per word bound = -6.392, relative change = 5.236e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 17 (approx. per word bound = -6.391, relative change = 4.188e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 18 (approx. per word bound = -6.391, relative change = 3.544e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 19 (approx. per word bound = -6.391, relative change = 3.078e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 20 (approx. per word bound = -6.391, relative change = 2.852e-05) 
Topic 1: deputi, labour, parti, tax, féin 
 Topic 2: deputi, year, money, govern, problem 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, increas, year, million, level 
 Topic 5: tax, deputi, govern, year, billion 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, energi, budget, peopl, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, art, alloc 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, road, million, public, project 
 Topic 20: year, system, need, one, chang 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, develop, servic 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, budget, economi, gael, fine 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 21 (approx. per word bound = -6.391, relative change = 2.869e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 22 (approx. per word bound = -6.390, relative change = 2.582e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 23 (approx. per word bound = -6.390, relative change = 2.437e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 24 (approx. per word bound = -6.390, relative change = 2.379e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 25 (approx. per word bound = -6.390, relative change = 2.467e-05) 
Topic 1: deputi, labour, tax, parti, polici 
 Topic 2: deputi, year, money, govern, problem 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, increas, year, level, spend 
 Topic 5: tax, govern, deputi, year, billion 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, energi, budget, peopl, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, road, million, public, project 
 Topic 20: year, system, need, one, chang 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, develop, servic 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, budget, economi, gael, fine 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 26 (approx. per word bound = -6.390, relative change = 2.522e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 27 (approx. per word bound = -6.390, relative change = 2.505e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 28 (approx. per word bound = -6.390, relative change = 2.453e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 29 (approx. per word bound = -6.389, relative change = 2.617e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 30 (approx. per word bound = -6.389, relative change = 2.637e-05) 
Topic 1: deputi, tax, labour, parti, polici 
 Topic 2: deputi, year, money, govern, budget 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, increas, year, level, spend 
 Topic 5: govern, tax, deputi, year, billion 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, energi, budget, peopl, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, road, million, public, project 
 Topic 20: year, system, need, one, chang 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, develop, servic 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, budget, economi, gael, fine 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 31 (approx. per word bound = -6.389, relative change = 2.545e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 32 (approx. per word bound = -6.389, relative change = 2.355e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 33 (approx. per word bound = -6.389, relative change = 2.034e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 34 (approx. per word bound = -6.389, relative change = 1.773e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 35 (approx. per word bound = -6.389, relative change = 1.582e-05) 
Topic 1: deputi, tax, labour, parti, polici 
 Topic 2: deputi, year, money, govern, budget 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, increas, year, level, spend 
 Topic 5: govern, tax, deputi, year, billion 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, energi, budget, peopl, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, road, million, public, project 
 Topic 20: year, system, need, one, countri 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, develop, servic 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, budget, gael, economi, fine 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 36 (approx. per word bound = -6.388, relative change = 1.326e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 37 (approx. per word bound = -6.388, relative change = 1.223e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 38 (approx. per word bound = -6.388, relative change = 1.245e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 39 (approx. per word bound = -6.388, relative change = 1.092e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	..........................
	 Recovering initialization...
 	.........................................
Initialization complete.
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.690) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.481, relative change = 3.127e-02) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 3 (approx. per word bound = -6.433, relative change = 7.414e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 4 (approx. per word bound = -6.413, relative change = 3.077e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -6.402, relative change = 1.692e-03) 
Topic 1: féin, sinn, tax, deputi, polit 
 Topic 2: deputi, year, increas, problem, ireland 
 Topic 3: peopl, govern, opposit, deputi, parti 
 Topic 4: fáil, fianna, deputi, spend, year 
 Topic 5: deputi, tax, govern, year, money 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: school, educ, increas, million, programm 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: govern, ensur, budget, year, job 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, year, provid, fund, garda 
 Topic 15: million, fund, depart, alloc, year 
 Topic 16: tax, budget, peopl, govern, year 
 Topic 17: water, local, govern, author, programm 
 Topic 18: increas, payment, famili, social, support 
 Topic 19: transport, public, servic, year, project 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, social, pension, budget 
 Topic 22: fund, develop, servic, programm, communiti 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, energi, govern, develop, year 
 Topic 25: year, budget, economi, gael, fine 
 Topic 26: transport, road, million, invest, budget 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -6.396, relative change = 9.935e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 7 (approx. per word bound = -6.392, relative change = 6.427e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 8 (approx. per word bound = -6.389, relative change = 4.115e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 9 (approx. per word bound = -6.387, relative change = 2.892e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 10 (approx. per word bound = -6.386, relative change = 2.178e-04) 
Topic 1: deputi, tax, labour, parti, féin 
 Topic 2: deputi, year, govern, problem, ireland 
 Topic 3: peopl, govern, deputi, opposit, budget 
 Topic 4: deputi, fáil, fianna, increas, year 
 Topic 5: deputi, tax, govern, year, money 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: govern, budget, energi, peopl, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, year 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, public, servic, year, project 
 Topic 20: year, need, countri, equal, chang 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, develop, servic, care, programm 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, budget, economi, gael, fine 
 Topic 26: transport, road, million, invest, budget 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 11 (approx. per word bound = -6.385, relative change = 1.670e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 12 (approx. per word bound = -6.384, relative change = 1.251e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 13 (approx. per word bound = -6.383, relative change = 9.923e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 14 (approx. per word bound = -6.383, relative change = 8.079e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 15 (approx. per word bound = -6.382, relative change = 6.483e-05) 
Topic 1: deputi, tax, labour, parti, polici 
 Topic 2: deputi, year, govern, problem, ireland 
 Topic 3: peopl, govern, deputi, opposit, budget 
 Topic 4: deputi, increas, fáil, fianna, year 
 Topic 5: tax, deputi, govern, year, money 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: govern, energi, budget, peopl, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, public, servic, million, year 
 Topic 20: year, need, countri, equal, chang 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, develop, servic, support 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, budget, economi, gael, fine 
 Topic 26: transport, road, million, invest, budget 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 16 (approx. per word bound = -6.382, relative change = 5.566e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 17 (approx. per word bound = -6.382, relative change = 4.890e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 18 (approx. per word bound = -6.381, relative change = 4.103e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 19 (approx. per word bound = -6.381, relative change = 3.841e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 20 (approx. per word bound = -6.381, relative change = 3.781e-05) 
Topic 1: deputi, tax, parti, labour, polici 
 Topic 2: deputi, year, govern, ireland, problem 
 Topic 3: peopl, govern, deputi, opposit, budget 
 Topic 4: deputi, increas, fáil, fianna, million 
 Topic 5: tax, deputi, govern, year, money 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: govern, energi, budget, peopl, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, public, million, servic, year 
 Topic 20: year, countri, need, equal, chang 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, servic, develop 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, budget, economi, gael, fine 
 Topic 26: transport, road, million, invest, budget 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 21 (approx. per word bound = -6.381, relative change = 3.617e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 22 (approx. per word bound = -6.380, relative change = 3.484e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 23 (approx. per word bound = -6.380, relative change = 3.559e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 24 (approx. per word bound = -6.380, relative change = 3.555e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 25 (approx. per word bound = -6.380, relative change = 3.402e-05) 
Topic 1: deputi, tax, parti, labour, polici 
 Topic 2: deputi, year, govern, budget, ireland 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, increas, fáil, fianna, million 
 Topic 5: tax, govern, deputi, year, money 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: govern, energi, budget, peopl, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, public, million, servic, year 
 Topic 20: year, countri, need, peopl, equal 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, servic, develop 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, budget, economi, gael, fine 
 Topic 26: transport, road, million, invest, budget 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 26 (approx. per word bound = -6.380, relative change = 2.982e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 27 (approx. per word bound = -6.379, relative change = 2.464e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 28 (approx. per word bound = -6.379, relative change = 2.051e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 29 (approx. per word bound = -6.379, relative change = 1.871e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 30 (approx. per word bound = -6.379, relative change = 1.762e-05) 
Topic 1: deputi, tax, parti, polici, labour 
 Topic 2: deputi, year, budget, govern, ireland 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, increas, fáil, fianna, million 
 Topic 5: tax, govern, deputi, year, billion 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: govern, energi, budget, peopl, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, public, million, servic, year 
 Topic 20: year, countri, need, peopl, equal 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, develop, servic 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, budget, economi, gael, fine 
 Topic 26: transport, road, million, invest, budget 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 31 (approx. per word bound = -6.379, relative change = 1.743e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 32 (approx. per word bound = -6.379, relative change = 1.887e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 33 (approx. per word bound = -6.379, relative change = 1.837e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 34 (approx. per word bound = -6.379, relative change = 1.476e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 35 (approx. per word bound = -6.378, relative change = 1.346e-05) 
Topic 1: tax, deputi, parti, polici, labour 
 Topic 2: deputi, year, budget, govern, ireland 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, increas, fáil, fianna, million 
 Topic 5: govern, tax, deputi, year, billion 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: govern, energi, budget, peopl, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: transport, public, million, servic, year 
 Topic 20: year, countri, need, peopl, equal 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, develop, servic 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, budget, economi, gael, fine 
 Topic 26: transport, road, million, invest, budget 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 36 (approx. per word bound = -6.378, relative change = 1.334e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 37 (approx. per word bound = -6.378, relative change = 1.353e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 38 (approx. per word bound = -6.378, relative change = 1.446e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 39 (approx. per word bound = -6.378, relative change = 1.584e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 40 (approx. per word bound = -6.378, relative change = 1.818e-05) 
Topic 1: tax, deputi, parti, polici, labour 
 Topic 2: deputi, year, budget, govern, ireland 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, increas, fáil, fianna, million 
 Topic 5: govern, tax, deputi, year, billion 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: govern, energi, budget, peopl, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, welfar 
 Topic 19: transport, public, million, servic, year 
 Topic 20: year, countri, need, peopl, equal 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, develop, servic 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, budget, economi, gael, fine 
 Topic 26: transport, road, million, invest, budget 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 41 (approx. per word bound = -6.378, relative change = 1.871e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 42 (approx. per word bound = -6.378, relative change = 1.596e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 43 (approx. per word bound = -6.378, relative change = 1.428e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 44 (approx. per word bound = -6.378, relative change = 1.414e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 45 (approx. per word bound = -6.377, relative change = 1.632e-05) 
Topic 1: tax, deputi, polici, parti, labour 
 Topic 2: deputi, year, budget, govern, ireland 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, increas, fáil, fianna, million 
 Topic 5: govern, tax, deputi, year, billion 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, million 
 Topic 11: govern, energi, budget, peopl, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, welfar 
 Topic 19: transport, public, million, servic, year 
 Topic 20: year, countri, need, equal, peopl 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, servic, develop 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, economi, budget, gael, fine 
 Topic 26: transport, road, million, invest, budget 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 46 (approx. per word bound = -6.377, relative change = 1.415e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 47 (approx. per word bound = -6.377, relative change = 1.187e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 48 (approx. per word bound = -6.377, relative change = 1.161e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 49 (approx. per word bound = -6.377, relative change = 1.254e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 50 (approx. per word bound = -6.377, relative change = 1.313e-05) 
Topic 1: tax, deputi, polici, parti, labour 
 Topic 2: deputi, year, budget, govern, ireland 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, increas, fáil, million, fianna 
 Topic 5: govern, tax, deputi, year, billion 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, ireland, year, million 
 Topic 11: govern, energi, budget, peopl, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, welfar 
 Topic 19: transport, public, million, year, servic 
 Topic 20: year, countri, need, equal, peopl 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: support, care, fund, servic, children 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, economi, budget, gael, fine 
 Topic 26: transport, road, million, invest, budget 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 51 (approx. per word bound = -6.377, relative change = 1.233e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 52 (approx. per word bound = -6.377, relative change = 1.353e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 53 (approx. per word bound = -6.377, relative change = 1.166e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 54 (approx. per word bound = -6.377, relative change = 1.280e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 55 (approx. per word bound = -6.377, relative change = 1.294e-05) 
Topic 1: tax, deputi, polici, parti, labour 
 Topic 2: deputi, year, budget, govern, ireland 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, increas, year, million, fáil 
 Topic 5: govern, tax, deputi, year, billion 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, ireland, year, million 
 Topic 11: govern, energi, budget, year, peopl 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: tax, budget, govern, peopl, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, welfar 
 Topic 19: transport, public, million, year, servic 
 Topic 20: year, countri, need, equal, peopl 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: support, care, fund, children, servic 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, economi, budget, gael, fine 
 Topic 26: transport, road, million, invest, budget 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 56 (approx. per word bound = -6.377, relative change = 1.529e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 57 (approx. per word bound = -6.377, relative change = 1.384e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 58 (approx. per word bound = -6.376, relative change = 1.009e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	...........................
	 Recovering initialization...
 	.........................................
Initialization complete.
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.679) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.471, relative change = 3.110e-02) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 3 (approx. per word bound = -6.424, relative change = 7.358e-03) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 4 (approx. per word bound = -6.403, relative change = 3.121e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -6.392, relative change = 1.738e-03) 
Topic 1: féin, sinn, tax, deputi, polit 
 Topic 2: deputi, year, increas, problem, ireland 
 Topic 3: peopl, govern, deputi, opposit, parti 
 Topic 4: fáil, fianna, deputi, spend, wage 
 Topic 5: deputi, govern, tax, year, money 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: govern, job, ensur, year, busi 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, year, provid, fund, garda 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: tax, budget, peopl, year, govern 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, payment, social, famili, support 
 Topic 19: servic, public, transport, peopl, year 
 Topic 20: year, need, equal, chang, system 
 Topic 21: increas, year, social, pension, budget 
 Topic 22: fund, develop, servic, programm, communiti 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, budget, economi, gael, fine 
 Topic 26: million, transport, road, project, fund 
 Topic 27: energi, govern, budget, deputi, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -6.386, relative change = 9.951e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 7 (approx. per word bound = -6.382, relative change = 5.878e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 8 (approx. per word bound = -6.380, relative change = 3.645e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 9 (approx. per word bound = -6.378, relative change = 2.482e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 10 (approx. per word bound = -6.377, relative change = 1.954e-04) 
Topic 1: deputi, féin, sinn, tax, parti 
 Topic 2: deputi, year, govern, ireland, problem 
 Topic 3: govern, peopl, deputi, opposit, budget 
 Topic 4: deputi, fáil, fianna, increas, spend 
 Topic 5: deputi, govern, tax, year, money 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: govern, job, ensur, year, budget 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, art, alloc, depart 
 Topic 16: tax, peopl, budget, year, govern 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: servic, public, transport, peopl, year 
 Topic 20: year, need, equal, chang, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, develop, servic, programm 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, economi, budget, minist, gael 
 Topic 26: million, transport, road, project, fund 
 Topic 27: energi, govern, budget, deputi, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 11 (approx. per word bound = -6.376, relative change = 1.570e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 12 (approx. per word bound = -6.375, relative change = 1.249e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 13 (approx. per word bound = -6.375, relative change = 1.110e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 14 (approx. per word bound = -6.374, relative change = 9.886e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 15 (approx. per word bound = -6.373, relative change = 8.029e-05) 
Topic 1: deputi, parti, labour, féin, sinn 
 Topic 2: deputi, year, govern, ireland, increas 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, increas, year, spend, million 
 Topic 5: deputi, tax, govern, year, billion 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, job, budget, year, ensur 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, art, alloc, depart 
 Topic 16: tax, peopl, budget, govern, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: servic, public, transport, peopl, year 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, servic, develop, support 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, economi, budget, gael, minist 
 Topic 26: million, transport, road, fund, project 
 Topic 27: energi, govern, budget, deputi, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 16 (approx. per word bound = -6.373, relative change = 6.822e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 17 (approx. per word bound = -6.373, relative change = 6.047e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 18 (approx. per word bound = -6.372, relative change = 5.448e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 19 (approx. per word bound = -6.372, relative change = 5.206e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 20 (approx. per word bound = -6.372, relative change = 4.954e-05) 
Topic 1: deputi, labour, parti, tax, féin 
 Topic 2: deputi, year, govern, ireland, budget 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, increas, year, million, spend 
 Topic 5: tax, deputi, govern, year, billion 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, job, budget, year, ensur 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, art, alloc, depart 
 Topic 16: tax, peopl, budget, govern, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: servic, public, transport, peopl, year 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, servic, support, develop 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, economi, budget, gael, minist 
 Topic 26: million, transport, road, fund, project 
 Topic 27: energi, govern, budget, deputi, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 21 (approx. per word bound = -6.371, relative change = 4.215e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 22 (approx. per word bound = -6.371, relative change = 3.935e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 23 (approx. per word bound = -6.371, relative change = 3.193e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 24 (approx. per word bound = -6.371, relative change = 2.664e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 25 (approx. per word bound = -6.371, relative change = 2.235e-05) 
Topic 1: deputi, labour, parti, tax, polici 
 Topic 2: deputi, year, govern, budget, ireland 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, increas, year, million, spend 
 Topic 5: tax, govern, deputi, year, billion 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, budget, job, year, ensur 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, art, alloc, depart 
 Topic 16: tax, peopl, budget, govern, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: servic, public, transport, peopl, year 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, servic, develop 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, economi, budget, gael, minist 
 Topic 26: million, transport, road, fund, project 
 Topic 27: energi, govern, budget, deputi, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 26 (approx. per word bound = -6.370, relative change = 2.096e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 27 (approx. per word bound = -6.370, relative change = 1.900e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 28 (approx. per word bound = -6.370, relative change = 1.661e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 29 (approx. per word bound = -6.370, relative change = 1.504e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 30 (approx. per word bound = -6.370, relative change = 1.382e-05) 
Topic 1: deputi, labour, tax, parti, polici 
 Topic 2: deputi, year, govern, budget, ireland 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, increas, year, million, spend 
 Topic 5: tax, govern, deputi, year, billion 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, job, budget, year, ensur 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, art, alloc, depart 
 Topic 16: tax, peopl, budget, govern, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: servic, public, transport, peopl, year 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, servic, develop 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, economi, budget, gael, minist 
 Topic 26: million, transport, road, fund, project 
 Topic 27: energi, govern, budget, deputi, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 31 (approx. per word bound = -6.370, relative change = 1.451e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 32 (approx. per word bound = -6.370, relative change = 1.413e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 33 (approx. per word bound = -6.370, relative change = 1.348e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 34 (approx. per word bound = -6.370, relative change = 1.439e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 35 (approx. per word bound = -6.370, relative change = 1.723e-05) 
Topic 1: deputi, tax, labour, parti, polici 
 Topic 2: deputi, year, budget, govern, ireland 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, increas, year, million, spend 
 Topic 5: tax, govern, deputi, year, billion 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, year, tourism, ireland, develop 
 Topic 11: govern, job, budget, year, ensur 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, art, alloc, depart 
 Topic 16: tax, peopl, budget, govern, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: servic, public, transport, peopl, year 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, servic, develop 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, economi, budget, gael, minist 
 Topic 26: million, transport, road, fund, project 
 Topic 27: energi, govern, budget, deputi, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 36 (approx. per word bound = -6.369, relative change = 2.171e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 37 (approx. per word bound = -6.369, relative change = 2.469e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 38 (approx. per word bound = -6.369, relative change = 2.454e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 39 (approx. per word bound = -6.369, relative change = 2.048e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 40 (approx. per word bound = -6.369, relative change = 1.688e-05) 
Topic 1: deputi, tax, labour, parti, polici 
 Topic 2: deputi, year, budget, govern, ireland 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, increas, year, million, spend 
 Topic 5: tax, govern, deputi, year, billion 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, year, tourism, ireland, develop 
 Topic 11: govern, job, budget, year, ensur 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, art, alloc, depart 
 Topic 16: tax, peopl, budget, govern, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, welfar 
 Topic 19: servic, public, transport, peopl, year 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, servic, children 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, energi, year, develop 
 Topic 25: year, economi, budget, gael, minist 
 Topic 26: million, transport, road, fund, project 
 Topic 27: energi, govern, budget, deputi, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 41 (approx. per word bound = -6.369, relative change = 1.550e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 42 (approx. per word bound = -6.369, relative change = 1.892e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 43 (approx. per word bound = -6.369, relative change = 1.844e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 44 (approx. per word bound = -6.368, relative change = 1.239e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	............................
	 Recovering initialization...
 	.........................................
Initialization complete.
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.668) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.464, relative change = 3.071e-02) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 3 (approx. per word bound = -6.415, relative change = 7.512e-03) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 4 (approx. per word bound = -6.394, relative change = 3.272e-03) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -6.383, relative change = 1.700e-03) 
Topic 1: féin, sinn, tax, deputi, polit 
 Topic 2: deputi, year, increas, problem, ireland 
 Topic 3: peopl, deputi, opposit, govern, parti 
 Topic 4: fáil, fianna, deputi, spend, us 
 Topic 5: deputi, govern, tax, year, money 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: school, educ, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: govern, budget, ensur, busi, peopl 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, provid, year, fund, garda 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: tax, budget, peopl, year, one 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, social, famili, payment, support 
 Topic 19: servic, public, transport, peopl, year 
 Topic 20: year, need, equal, chang, system 
 Topic 21: increas, year, social, pension, budget 
 Topic 22: fund, programm, develop, servic, care 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, gael, fine 
 Topic 26: million, transport, road, project, fund 
 Topic 27: energi, develop, govern, budget, area 
 Topic 28: train, job, unemploy, programm, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -6.377, relative change = 1.014e-03) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 7 (approx. per word bound = -6.373, relative change = 6.148e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 8 (approx. per word bound = -6.370, relative change = 4.186e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 9 (approx. per word bound = -6.368, relative change = 2.989e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 10 (approx. per word bound = -6.367, relative change = 2.240e-04) 
Topic 1: deputi, féin, sinn, tax, labour 
 Topic 2: deputi, year, govern, ireland, problem 
 Topic 3: peopl, deputi, govern, opposit, parti 
 Topic 4: fáil, fianna, deputi, spend, increas 
 Topic 5: deputi, govern, tax, year, money 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, enterpris 
 Topic 9: school, educ, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: govern, budget, peopl, year, ensur 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, legal, year, provid, garda 
 Topic 15: million, fund, art, depart, alloc 
 Topic 16: tax, peopl, budget, one, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: servic, public, transport, peopl, year 
 Topic 20: year, need, equal, chang, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, programm, servic, support 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, govern, gael 
 Topic 26: million, transport, road, project, fund 
 Topic 27: energi, develop, govern, budget, area 
 Topic 28: train, job, unemploy, year, employ 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 11 (approx. per word bound = -6.366, relative change = 1.718e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 12 (approx. per word bound = -6.365, relative change = 1.312e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 13 (approx. per word bound = -6.364, relative change = 1.063e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 14 (approx. per word bound = -6.364, relative change = 8.524e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 15 (approx. per word bound = -6.363, relative change = 7.765e-05) 
Topic 1: deputi, labour, féin, sinn, parti 
 Topic 2: deputi, year, govern, ireland, increas 
 Topic 3: peopl, deputi, govern, opposit, budget 
 Topic 4: fáil, fianna, deputi, spend, increas 
 Topic 5: deputi, govern, tax, year, increas 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, enterpris 
 Topic 9: school, educ, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, budget, peopl, year, ensur 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, legal, garda, year, provid 
 Topic 15: million, fund, art, alloc, depart 
 Topic 16: tax, peopl, budget, one, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: servic, public, transport, peopl, year 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, children, servic 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, govern, gael 
 Topic 26: million, transport, road, fund, project 
 Topic 27: energi, develop, govern, budget, area 
 Topic 28: train, unemploy, job, year, employ 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 16 (approx. per word bound = -6.363, relative change = 6.910e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 17 (approx. per word bound = -6.362, relative change = 6.365e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 18 (approx. per word bound = -6.362, relative change = 5.862e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 19 (approx. per word bound = -6.362, relative change = 5.729e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 20 (approx. per word bound = -6.361, relative change = 5.180e-05) 
Topic 1: deputi, labour, parti, tax, féin 
 Topic 2: deputi, year, govern, ireland, budget 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: fáil, fianna, deputi, spend, increas 
 Topic 5: deputi, govern, tax, year, increas 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, budget, peopl, year, tax 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, legal, garda, year, provid 
 Topic 15: million, fund, art, alloc, depart 
 Topic 16: tax, peopl, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: servic, public, transport, peopl, year 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, children, servic 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, govern, gael 
 Topic 26: million, transport, road, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, unemploy, job, year, employ 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 21 (approx. per word bound = -6.361, relative change = 4.602e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 22 (approx. per word bound = -6.361, relative change = 4.013e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 23 (approx. per word bound = -6.361, relative change = 3.622e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 24 (approx. per word bound = -6.360, relative change = 3.580e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 25 (approx. per word bound = -6.360, relative change = 3.285e-05) 
Topic 1: deputi, labour, parti, tax, féin 
 Topic 2: deputi, year, govern, budget, ireland 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, fáil, fianna, spend, increas 
 Topic 5: govern, deputi, tax, year, increas 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, budget, peopl, year, tax 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, legal, garda, year, provid 
 Topic 15: million, fund, art, alloc, depart 
 Topic 16: tax, peopl, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: servic, public, transport, peopl, year 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, children, programm 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, govern, gael 
 Topic 26: million, transport, road, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, unemploy, job, year, employ 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 26 (approx. per word bound = -6.360, relative change = 2.932e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 27 (approx. per word bound = -6.360, relative change = 2.904e-05) 
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Completing Iteration 28 (approx. per word bound = -6.360, relative change = 2.807e-05) 
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Completing Iteration 29 (approx. per word bound = -6.359, relative change = 2.698e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 30 (approx. per word bound = -6.359, relative change = 2.469e-05) 
Topic 1: deputi, labour, parti, tax, polici 
 Topic 2: deputi, year, govern, budget, ireland 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, fáil, fianna, spend, increas 
 Topic 5: govern, deputi, tax, year, budget 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, budget, peopl, year, tax 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, legal, garda, year, provid 
 Topic 15: million, fund, art, alloc, depart 
 Topic 16: peopl, tax, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: servic, public, transport, peopl, year 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, children, servic 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, govern, gael 
 Topic 26: million, transport, road, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, unemploy, job, year, employ 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 31 (approx. per word bound = -6.359, relative change = 2.157e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 32 (approx. per word bound = -6.359, relative change = 1.962e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 33 (approx. per word bound = -6.359, relative change = 1.802e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 34 (approx. per word bound = -6.359, relative change = 1.756e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 35 (approx. per word bound = -6.359, relative change = 1.949e-05) 
Topic 1: deputi, labour, parti, tax, polici 
 Topic 2: deputi, year, budget, govern, ireland 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, fáil, fianna, spend, parti 
 Topic 5: govern, deputi, tax, year, budget 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, budget, peopl, year, tax 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, legal, garda, year, provid 
 Topic 15: million, fund, art, alloc, depart 
 Topic 16: peopl, tax, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, welfar 
 Topic 19: servic, public, transport, peopl, year 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, children, servic 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, govern, gael 
 Topic 26: million, transport, road, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, unemploy, job, year, peopl 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 36 (approx. per word bound = -6.358, relative change = 2.334e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 37 (approx. per word bound = -6.358, relative change = 2.736e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 38 (approx. per word bound = -6.358, relative change = 2.590e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 39 (approx. per word bound = -6.358, relative change = 2.127e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 40 (approx. per word bound = -6.358, relative change = 2.138e-05) 
Topic 1: deputi, labour, tax, parti, polici 
 Topic 2: deputi, year, budget, govern, ireland 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, fáil, fianna, spend, parti 
 Topic 5: govern, deputi, tax, year, budget 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, year, tourism, ireland, develop 
 Topic 11: govern, budget, peopl, tax, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, legal, garda, year, provid 
 Topic 15: million, fund, art, alloc, depart 
 Topic 16: peopl, tax, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, welfar 
 Topic 19: servic, public, transport, peopl, year 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: care, fund, support, children, servic 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, govern, gael 
 Topic 26: million, transport, road, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, unemploy, job, year, peopl 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 41 (approx. per word bound = -6.358, relative change = 2.233e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 42 (approx. per word bound = -6.358, relative change = 2.315e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 43 (approx. per word bound = -6.357, relative change = 2.380e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 44 (approx. per word bound = -6.357, relative change = 2.436e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 45 (approx. per word bound = -6.357, relative change = 2.410e-05) 
Topic 1: deputi, tax, labour, parti, polici 
 Topic 2: deputi, year, budget, govern, ireland 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, fáil, fianna, spend, parti 
 Topic 5: govern, deputi, tax, year, budget 
 Topic 6: hous, year, local, increas, author 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, year, tourism, ireland, develop 
 Topic 11: govern, budget, peopl, tax, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, legal, garda, year, provid 
 Topic 15: million, fund, art, alloc, depart 
 Topic 16: peopl, tax, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, allow 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: care, fund, support, children, servic 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, gael, govern 
 Topic 26: million, transport, road, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, unemploy, job, year, employ 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 46 (approx. per word bound = -6.357, relative change = 2.046e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 47 (approx. per word bound = -6.357, relative change = 1.995e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 48 (approx. per word bound = -6.357, relative change = 2.321e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 49 (approx. per word bound = -6.357, relative change = 2.132e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 50 (approx. per word bound = -6.356, relative change = 1.803e-05) 
Topic 1: deputi, tax, labour, parti, polici 
 Topic 2: deputi, year, budget, govern, ireland 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, parti, fáil, fianna, spend 
 Topic 5: govern, deputi, tax, year, budget 
 Topic 6: hous, year, local, increas, author 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, year, tourism, ireland, develop 
 Topic 11: govern, budget, peopl, tax, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, legal, garda, year, provid 
 Topic 15: million, fund, art, alloc, depart 
 Topic 16: peopl, tax, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, allow 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: care, fund, support, children, servic 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, gael, govern 
 Topic 26: million, transport, road, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, unemploy, job, year, employ 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 51 (approx. per word bound = -6.356, relative change = 1.493e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 52 (approx. per word bound = -6.356, relative change = 1.345e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 53 (approx. per word bound = -6.356, relative change = 1.358e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 54 (approx. per word bound = -6.356, relative change = 1.318e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 55 (approx. per word bound = -6.356, relative change = 1.263e-05) 
Topic 1: deputi, tax, labour, parti, polici 
 Topic 2: deputi, year, budget, govern, ireland 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, increas, parti, spend, fáil 
 Topic 5: govern, deputi, tax, year, budget 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, year, tourism, ireland, develop 
 Topic 11: govern, budget, peopl, tax, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, legal, garda, year, provid 
 Topic 15: million, fund, art, alloc, depart 
 Topic 16: peopl, tax, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, allow 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: care, fund, support, children, servic 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, gael, govern 
 Topic 26: million, transport, road, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, unemploy, job, year, employ 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 56 (approx. per word bound = -6.356, relative change = 1.247e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 57 (approx. per word bound = -6.356, relative change = 1.334e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 58 (approx. per word bound = -6.356, relative change = 1.195e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 59 (approx. per word bound = -6.356, relative change = 1.313e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 60 (approx. per word bound = -6.356, relative change = 1.267e-05) 
Topic 1: deputi, tax, labour, parti, polici 
 Topic 2: deputi, year, budget, govern, ireland 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, increas, govern, parti, spend 
 Topic 5: govern, deputi, tax, year, budget 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, year, tourism, ireland, develop 
 Topic 11: govern, budget, peopl, tax, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, legal, garda, year, provid 
 Topic 15: million, fund, art, alloc, depart 
 Topic 16: peopl, tax, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, allow 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: care, fund, support, children, child 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, gael, govern 
 Topic 26: million, transport, road, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, unemploy, job, year, employ 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 61 (approx. per word bound = -6.356, relative change = 1.257e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 62 (approx. per word bound = -6.355, relative change = 1.053e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 63 (approx. per word bound = -6.355, relative change = 1.135e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 64 (approx. per word bound = -6.355, relative change = 1.300e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 65 (approx. per word bound = -6.355, relative change = 1.455e-05) 
Topic 1: deputi, tax, labour, parti, polici 
 Topic 2: deputi, year, budget, govern, ireland 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, increas, govern, parti, spend 
 Topic 5: deputi, govern, tax, year, budget 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, year, tourism, ireland, develop 
 Topic 11: govern, budget, peopl, tax, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, legal, garda, year, provid 
 Topic 15: million, fund, art, alloc, tourism 
 Topic 16: peopl, tax, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, allow 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, equal, chang, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: care, fund, support, children, child 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, gael, govern 
 Topic 26: million, transport, road, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, unemploy, job, year, employ 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 66 (approx. per word bound = -6.355, relative change = 1.438e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 67 (approx. per word bound = -6.355, relative change = 1.482e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 68 (approx. per word bound = -6.355, relative change = 1.474e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 69 (approx. per word bound = -6.355, relative change = 1.245e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 70 (approx. per word bound = -6.355, relative change = 1.249e-05) 
Topic 1: deputi, tax, labour, parti, polici 
 Topic 2: deputi, year, budget, govern, ireland 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: deputi, increas, govern, parti, spend 
 Topic 5: govern, deputi, tax, year, budget 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, year, tourism, ireland, develop 
 Topic 11: govern, budget, peopl, tax, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, legal, garda, year, provid 
 Topic 15: million, fund, art, alloc, tourism 
 Topic 16: peopl, tax, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, allow 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, equal, chang, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: care, fund, support, children, child 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, gael, govern 
 Topic 26: million, transport, road, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, unemploy, job, year, employ 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 71 (approx. per word bound = -6.355, relative change = 1.080e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 72 (approx. per word bound = -6.355, relative change = 1.088e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	.............................
	 Recovering initialization...
 	.........................................
Initialization complete.
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.662) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.460, relative change = 3.030e-02) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 3 (approx. per word bound = -6.412, relative change = 7.475e-03) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 4 (approx. per word bound = -6.391, relative change = 3.261e-03) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -6.380, relative change = 1.729e-03) 
Topic 1: féin, sinn, tax, deputi, polit 
 Topic 2: deputi, year, increas, problem, ireland 
 Topic 3: peopl, opposit, deputi, govern, parti 
 Topic 4: fáil, fianna, deputi, spend, us 
 Topic 5: deputi, govern, tax, year, money 
 Topic 6: hous, year, local, increas, author 
 Topic 7: peopl, servic, health, older, care 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: school, educ, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: govern, budget, ensur, economi, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, provid, year, garda, fund 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: tax, peopl, budget, year, countri 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, famili, social, payment, support 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, equal, chang, system 
 Topic 21: increas, year, social, pension, budget 
 Topic 22: fund, programm, develop, servic, care 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, gael, fine 
 Topic 26: million, transport, road, project, fund 
 Topic 27: energi, develop, govern, area, depart 
 Topic 28: train, job, unemploy, year, employ 
 Topic 29: budget, peopl, govern, tax, deputi 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -6.373, relative change = 1.038e-03) 
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Completed E-Step (0 seconds). 
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Completing Iteration 7 (approx. per word bound = -6.369, relative change = 6.596e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 8 (approx. per word bound = -6.366, relative change = 4.743e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 9 (approx. per word bound = -6.364, relative change = 3.670e-04) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 10 (approx. per word bound = -6.362, relative change = 2.936e-04) 
Topic 1: deputi, féin, sinn, labour, tax 
 Topic 2: deputi, year, govern, ireland, problem 
 Topic 3: deputi, opposit, parti, govern, peopl 
 Topic 4: deputi, fáil, fianna, spend, get 
 Topic 5: deputi, govern, tax, year, money 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, enterpris 
 Topic 9: school, educ, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, budget, peopl, year, ensur 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, provid, year 
 Topic 15: million, fund, depart, art, alloc 
 Topic 16: tax, peopl, budget, one, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, equal, chang, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, programm, support, develop 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, govern, gael 
 Topic 26: million, transport, road, project, fund 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, job, unemploy, peopl, year 
 Topic 29: budget, peopl, govern, countri, tax 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 11 (approx. per word bound = -6.360, relative change = 2.377e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 12 (approx. per word bound = -6.359, relative change = 1.866e-04) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 13 (approx. per word bound = -6.358, relative change = 1.494e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 14 (approx. per word bound = -6.357, relative change = 1.266e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 15 (approx. per word bound = -6.357, relative change = 1.193e-04) 
Topic 1: deputi, labour, tax, parti, féin 
 Topic 2: deputi, year, govern, ireland, increas 
 Topic 3: deputi, opposit, parti, govern, peopl 
 Topic 4: deputi, spend, fáil, fianna, year 
 Topic 5: deputi, govern, tax, year, increas 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, enterpris 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, ireland, year, develop 
 Topic 11: govern, budget, year, peopl, tax 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, legal, garda, year, provid 
 Topic 15: million, fund, art, depart, alloc 
 Topic 16: tax, peopl, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, equal, chang, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: care, fund, support, children, programm 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, govern, gael 
 Topic 26: million, transport, road, project, fund 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, job, unemploy, peopl, year 
 Topic 29: peopl, budget, govern, countri, deputi 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 16 (approx. per word bound = -6.356, relative change = 9.559e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 17 (approx. per word bound = -6.355, relative change = 7.239e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 18 (approx. per word bound = -6.355, relative change = 6.654e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 19 (approx. per word bound = -6.355, relative change = 5.707e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 20 (approx. per word bound = -6.354, relative change = 5.224e-05) 
Topic 1: deputi, labour, parti, tax, féin 
 Topic 2: deputi, year, govern, ireland, budget 
 Topic 3: deputi, opposit, parti, govern, peopl 
 Topic 4: deputi, spend, fáil, fianna, year 
 Topic 5: govern, deputi, tax, year, increas 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, ireland, year, develop 
 Topic 11: govern, budget, year, peopl, tax 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, legal, garda, year, provid 
 Topic 15: million, fund, art, depart, alloc 
 Topic 16: peopl, tax, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: care, fund, children, support, programm 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, govern, gael 
 Topic 26: million, transport, road, project, fund 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, job, unemploy, peopl, year 
 Topic 29: peopl, budget, govern, countri, deputi 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 21 (approx. per word bound = -6.354, relative change = 5.241e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 22 (approx. per word bound = -6.354, relative change = 5.287e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 23 (approx. per word bound = -6.353, relative change = 4.491e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 24 (approx. per word bound = -6.353, relative change = 4.082e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 25 (approx. per word bound = -6.353, relative change = 3.981e-05) 
Topic 1: deputi, labour, parti, tax, féin 
 Topic 2: deputi, year, govern, budget, ireland 
 Topic 3: deputi, opposit, parti, govern, peopl 
 Topic 4: deputi, spend, fáil, fianna, year 
 Topic 5: govern, tax, deputi, year, increas 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, ireland, year, develop 
 Topic 11: govern, budget, peopl, year, tax 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, legal, garda, year, provid 
 Topic 15: million, fund, art, depart, alloc 
 Topic 16: peopl, tax, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: care, fund, children, support, programm 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, govern, gael 
 Topic 26: million, transport, road, project, fund 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, job, peopl, unemploy, year 
 Topic 29: peopl, budget, govern, countri, deputi 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 26 (approx. per word bound = -6.353, relative change = 3.812e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 27 (approx. per word bound = -6.352, relative change = 3.497e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 28 (approx. per word bound = -6.352, relative change = 3.364e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 29 (approx. per word bound = -6.352, relative change = 3.283e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 30 (approx. per word bound = -6.352, relative change = 2.614e-05) 
Topic 1: deputi, labour, parti, tax, polici 
 Topic 2: deputi, year, govern, budget, ireland 
 Topic 3: deputi, opposit, govern, parti, peopl 
 Topic 4: deputi, spend, fáil, fianna, year 
 Topic 5: govern, tax, deputi, year, increas 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, ireland, year, develop 
 Topic 11: govern, budget, peopl, tax, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, legal, garda, year, provid 
 Topic 15: million, fund, art, depart, alloc 
 Topic 16: peopl, tax, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, welfar 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: care, fund, support, children, programm 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, govern, gael 
 Topic 26: million, road, transport, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, job, peopl, unemploy, year 
 Topic 29: peopl, budget, govern, countri, deputi 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 31 (approx. per word bound = -6.352, relative change = 2.279e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 32 (approx. per word bound = -6.352, relative change = 1.964e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 33 (approx. per word bound = -6.351, relative change = 1.838e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 34 (approx. per word bound = -6.351, relative change = 1.870e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 35 (approx. per word bound = -6.351, relative change = 2.156e-05) 
Topic 1: deputi, labour, parti, tax, govern 
 Topic 2: deputi, year, budget, govern, ireland 
 Topic 3: deputi, opposit, govern, parti, peopl 
 Topic 4: deputi, spend, fáil, fianna, year 
 Topic 5: govern, tax, deputi, year, increas 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, ireland, year, develop 
 Topic 11: govern, budget, peopl, tax, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, legal, garda, year, provid 
 Topic 15: million, fund, art, depart, alloc 
 Topic 16: peopl, tax, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, welfar 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: care, fund, support, children, programm 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, gael, fine 
 Topic 26: million, road, transport, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, job, unemploy, peopl, year 
 Topic 29: peopl, budget, govern, countri, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 36 (approx. per word bound = -6.351, relative change = 2.427e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 37 (approx. per word bound = -6.351, relative change = 2.839e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 38 (approx. per word bound = -6.351, relative change = 3.002e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 39 (approx. per word bound = -6.350, relative change = 2.412e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 40 (approx. per word bound = -6.350, relative change = 1.983e-05) 
Topic 1: deputi, labour, tax, parti, polici 
 Topic 2: deputi, year, budget, govern, ireland 
 Topic 3: deputi, opposit, govern, parti, peopl 
 Topic 4: deputi, spend, fáil, fianna, year 
 Topic 5: govern, tax, deputi, year, increas 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, ireland, year, develop 
 Topic 11: govern, budget, tax, peopl, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, legal, garda, year, provid 
 Topic 15: million, fund, depart, art, alloc 
 Topic 16: peopl, tax, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, welfar 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: care, fund, support, children, child 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, gael, fine 
 Topic 26: million, road, transport, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, unemploy, job, peopl, year 
 Topic 29: peopl, budget, govern, countri, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 41 (approx. per word bound = -6.350, relative change = 2.064e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 42 (approx. per word bound = -6.350, relative change = 2.154e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 43 (approx. per word bound = -6.350, relative change = 2.424e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 44 (approx. per word bound = -6.350, relative change = 2.383e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 45 (approx. per word bound = -6.350, relative change = 2.393e-05) 
Topic 1: deputi, labour, tax, parti, polici 
 Topic 2: deputi, year, budget, govern, ireland 
 Topic 3: deputi, opposit, govern, parti, peopl 
 Topic 4: deputi, spend, fáil, fianna, year 
 Topic 5: govern, tax, deputi, year, increas 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, ireland, year, develop 
 Topic 11: govern, budget, tax, peopl, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, legal, garda, year, provid 
 Topic 15: million, fund, depart, art, alloc 
 Topic 16: peopl, tax, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, welfar 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, equal, chang, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: care, fund, support, children, child 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, gael, fine 
 Topic 26: million, road, transport, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, unemploy, job, peopl, year 
 Topic 29: peopl, budget, govern, countri, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 46 (approx. per word bound = -6.349, relative change = 2.310e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 47 (approx. per word bound = -6.349, relative change = 2.423e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 48 (approx. per word bound = -6.349, relative change = 2.198e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 49 (approx. per word bound = -6.349, relative change = 2.191e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 50 (approx. per word bound = -6.349, relative change = 1.984e-05) 
Topic 1: deputi, tax, labour, parti, polici 
 Topic 2: deputi, year, budget, govern, ireland 
 Topic 3: deputi, opposit, govern, parti, peopl 
 Topic 4: deputi, spend, year, fáil, fianna 
 Topic 5: govern, tax, deputi, year, increas 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, ireland, year, develop 
 Topic 11: govern, budget, tax, peopl, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, legal, garda, year, provid 
 Topic 15: million, fund, depart, art, alloc 
 Topic 16: peopl, tax, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, welfar 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, equal, chang, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: care, fund, children, support, child 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, gael, fine 
 Topic 26: million, road, transport, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, unemploy, job, peopl, year 
 Topic 29: peopl, budget, govern, countri, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 51 (approx. per word bound = -6.349, relative change = 1.641e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 52 (approx. per word bound = -6.349, relative change = 1.393e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 53 (approx. per word bound = -6.349, relative change = 1.249e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 54 (approx. per word bound = -6.349, relative change = 1.324e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 55 (approx. per word bound = -6.348, relative change = 1.350e-05) 
Topic 1: deputi, tax, labour, parti, polici 
 Topic 2: deputi, year, budget, govern, ireland 
 Topic 3: deputi, opposit, govern, parti, peopl 
 Topic 4: deputi, spend, year, fáil, fianna 
 Topic 5: govern, tax, deputi, year, increas 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, ireland, year, develop 
 Topic 11: govern, budget, tax, peopl, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, legal, garda, year, provid 
 Topic 15: million, fund, depart, art, alloc 
 Topic 16: peopl, tax, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, welfar 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, equal, chang, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: care, fund, children, support, child 
 Topic 23: farmer, year, scheme, farm, million 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: year, economi, budget, gael, fine 
 Topic 26: million, road, transport, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, unemploy, job, peopl, year 
 Topic 29: peopl, budget, govern, countri, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 56 (approx. per word bound = -6.348, relative change = 1.096e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 57 (approx. per word bound = -6.348, relative change = 1.075e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 58 (approx. per word bound = -6.348, relative change = 1.035e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	..............................
	 Recovering initialization...
 	.........................................
Initialization complete.
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.658) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.453, relative change = 3.089e-02) 
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Completed E-Step (0 seconds). 
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Completing Iteration 3 (approx. per word bound = -6.403, relative change = 7.695e-03) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 4 (approx. per word bound = -6.382, relative change = 3.301e-03) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -6.371, relative change = 1.704e-03) 
Topic 1: féin, sinn, deputi, tax, polit 
 Topic 2: deputi, year, problem, broughan, popul 
 Topic 3: opposit, deputi, peopl, parti, govern 
 Topic 4: fáil, fianna, deputi, get, spend 
 Topic 5: deputi, govern, money, parti, tax 
 Topic 6: hous, year, local, increas, author 
 Topic 7: servic, peopl, health, older, million 
 Topic 8: ireland, develop, research, invest, enterpris 
 Topic 9: school, educ, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: govern, budget, ensur, economi, busi 
 Topic 12: tax, rate, govern, budget, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, provid, year, garda, fund 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: tax, peopl, budget, year, govern 
 Topic 17: water, local, govern, author, year 
 Topic 18: increas, famili, support, payment, social 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, equal, chang, system 
 Topic 21: increas, year, social, pension, benefit 
 Topic 22: fund, programm, develop, servic, care 
 Topic 23: farmer, year, scheme, million, farm 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: budget, economi, year, minist, parti 
 Topic 26: million, transport, road, project, fund 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, job, unemploy, employ, programm 
 Topic 29: budget, peopl, govern, year, tax 
 Topic 30: tax, govern, peopl, rate, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -6.365, relative change = 9.264e-04) 
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Completed E-Step (0 seconds). 
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Completing Iteration 7 (approx. per word bound = -6.362, relative change = 5.497e-04) 
....................................................................................................................................................
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Completing Iteration 8 (approx. per word bound = -6.359, relative change = 3.699e-04) 
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Completing Iteration 9 (approx. per word bound = -6.357, relative change = 3.057e-04) 
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Completing Iteration 10 (approx. per word bound = -6.356, relative change = 2.665e-04) 
Topic 1: féin, sinn, deputi, labour, parti 
 Topic 2: deputi, year, govern, problem, money 
 Topic 3: opposit, deputi, parti, peopl, govern 
 Topic 4: deputi, spend, fáil, fianna, get 
 Topic 5: deputi, govern, tax, year, social 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, care 
 Topic 8: ireland, develop, research, invest, enterpris 
 Topic 9: school, educ, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, govern 
 Topic 11: govern, budget, peopl, year, ensur 
 Topic 12: tax, rate, govern, budget, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, art, alloc 
 Topic 16: tax, peopl, budget, year, govern 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, payment, year, famili 
 Topic 19: servic, public, transport, peopl, year 
 Topic 20: year, need, equal, chang, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, programm, servic, support 
 Topic 23: farmer, year, scheme, million, farm 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: budget, economi, year, minist, econom 
 Topic 26: million, road, transport, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, job, peopl, unemploy, year 
 Topic 29: budget, peopl, govern, year, increas 
 Topic 30: tax, govern, rate, peopl, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 11 (approx. per word bound = -6.354, relative change = 2.373e-04) 
....................................................................................................................................................
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Completing Iteration 12 (approx. per word bound = -6.353, relative change = 1.755e-04) 
....................................................................................................................................................
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Completing Iteration 13 (approx. per word bound = -6.352, relative change = 1.461e-04) 
....................................................................................................................................................
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Completing Iteration 14 (approx. per word bound = -6.351, relative change = 1.310e-04) 
....................................................................................................................................................
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Completing Iteration 15 (approx. per word bound = -6.350, relative change = 1.193e-04) 
Topic 1: féin, sinn, deputi, labour, parti 
 Topic 2: deputi, year, govern, problem, ireland 
 Topic 3: deputi, opposit, parti, peopl, govern 
 Topic 4: deputi, spend, get, fáil, fianna 
 Topic 5: deputi, govern, tax, year, increas 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: peopl, servic, health, older, care 
 Topic 8: ireland, develop, research, invest, enterpris 
 Topic 9: school, educ, increas, million, provid 
 Topic 10: sport, tourism, year, ireland, develop 
 Topic 11: govern, budget, peopl, year, tax 
 Topic 12: tax, rate, govern, budget, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, art, depart, alloc 
 Topic 16: tax, peopl, budget, year, one 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: servic, public, transport, peopl, year 
 Topic 20: year, need, equal, chang, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, children, programm 
 Topic 23: farmer, year, scheme, million, farm 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: budget, economi, year, minist, econom 
 Topic 26: million, road, transport, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, job, peopl, unemploy, year 
 Topic 29: budget, peopl, govern, year, increas 
 Topic 30: tax, govern, rate, peopl, year 
....................................................................................................................................................
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Completing Iteration 16 (approx. per word bound = -6.350, relative change = 1.063e-04) 
....................................................................................................................................................
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Completing Iteration 17 (approx. per word bound = -6.349, relative change = 9.729e-05) 
....................................................................................................................................................
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Completing Iteration 18 (approx. per word bound = -6.349, relative change = 9.022e-05) 
....................................................................................................................................................
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Completing Iteration 19 (approx. per word bound = -6.348, relative change = 8.421e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 20 (approx. per word bound = -6.348, relative change = 7.727e-05) 
Topic 1: deputi, féin, sinn, labour, parti 
 Topic 2: deputi, year, govern, ireland, popul 
 Topic 3: deputi, opposit, parti, govern, peopl 
 Topic 4: deputi, spend, get, fáil, fianna 
 Topic 5: govern, deputi, tax, year, increas 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: servic, peopl, health, older, care 
 Topic 8: ireland, develop, research, invest, enterpris 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, ireland, year, develop 
 Topic 11: govern, budget, peopl, tax, year 
 Topic 12: tax, rate, govern, budget, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, year, provid 
 Topic 15: million, fund, depart, alloc, art 
 Topic 16: tax, peopl, budget, year, one 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: servic, public, transport, peopl, year 
 Topic 20: year, need, equal, chang, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, children, programm 
 Topic 23: farmer, year, scheme, million, farm 
 Topic 24: emiss, govern, year, carbon, develop 
 Topic 25: budget, economi, year, minist, econom 
 Topic 26: million, road, transport, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, job, peopl, unemploy, year 
 Topic 29: budget, peopl, govern, year, increas 
 Topic 30: tax, govern, rate, peopl, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 21 (approx. per word bound = -6.347, relative change = 7.290e-05) 
....................................................................................................................................................
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Completing Iteration 22 (approx. per word bound = -6.347, relative change = 6.832e-05) 
....................................................................................................................................................
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Completing Iteration 23 (approx. per word bound = -6.346, relative change = 6.959e-05) 
....................................................................................................................................................
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Completing Iteration 24 (approx. per word bound = -6.346, relative change = 7.103e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 25 (approx. per word bound = -6.345, relative change = 6.809e-05) 
Topic 1: deputi, féin, sinn, labour, govern 
 Topic 2: deputi, year, govern, ireland, popul 
 Topic 3: deputi, opposit, parti, govern, peopl 
 Topic 4: deputi, spend, get, peopl, go 
 Topic 5: govern, deputi, tax, year, increas 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: servic, peopl, health, older, care 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, ireland, year, develop 
 Topic 11: govern, budget, peopl, tax, year 
 Topic 12: tax, rate, govern, budget, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, provid, year 
 Topic 15: million, fund, depart, art, alloc 
 Topic 16: tax, peopl, budget, one, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: servic, public, transport, peopl, year 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, children, programm 
 Topic 23: farmer, year, scheme, million, farm 
 Topic 24: emiss, govern, year, carbon, develop 
 Topic 25: budget, economi, year, minist, econom 
 Topic 26: million, road, transport, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, job, unemploy, peopl, year 
 Topic 29: budget, peopl, govern, year, increas 
 Topic 30: tax, govern, rate, peopl, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 26 (approx. per word bound = -6.345, relative change = 6.428e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 27 (approx. per word bound = -6.345, relative change = 6.515e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 28 (approx. per word bound = -6.344, relative change = 6.349e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 29 (approx. per word bound = -6.344, relative change = 6.085e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 30 (approx. per word bound = -6.343, relative change = 5.853e-05) 
Topic 1: deputi, féin, sinn, labour, govern 
 Topic 2: deputi, year, govern, ireland, popul 
 Topic 3: deputi, opposit, parti, govern, peopl 
 Topic 4: deputi, peopl, spend, get, countri 
 Topic 5: govern, deputi, tax, year, increas 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, busi, invest 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, ireland, year, develop 
 Topic 11: govern, budget, peopl, tax, year 
 Topic 12: tax, rate, govern, budget, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, provid, year 
 Topic 15: million, fund, depart, art, alloc 
 Topic 16: tax, peopl, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, children, programm 
 Topic 23: farmer, year, scheme, million, farm 
 Topic 24: emiss, govern, year, carbon, develop 
 Topic 25: budget, economi, year, minist, econom 
 Topic 26: million, road, transport, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, job, unemploy, peopl, year 
 Topic 29: budget, peopl, govern, year, increas 
 Topic 30: tax, govern, peopl, rate, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 31 (approx. per word bound = -6.343, relative change = 5.503e-05) 
....................................................................................................................................................
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Completing Iteration 32 (approx. per word bound = -6.343, relative change = 5.480e-05) 
....................................................................................................................................................
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Completing Iteration 33 (approx. per word bound = -6.342, relative change = 4.210e-05) 
....................................................................................................................................................
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Completing Iteration 34 (approx. per word bound = -6.342, relative change = 3.570e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 35 (approx. per word bound = -6.342, relative change = 3.179e-05) 
Topic 1: deputi, féin, sinn, labour, govern 
 Topic 2: deputi, year, govern, ireland, popul 
 Topic 3: deputi, opposit, parti, govern, peopl 
 Topic 4: deputi, peopl, spend, get, countri 
 Topic 5: govern, deputi, tax, year, increas 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, busi, invest 
 Topic 9: educ, school, increas, million, provid 
 Topic 10: sport, tourism, ireland, year, develop 
 Topic 11: govern, budget, peopl, tax, year 
 Topic 12: tax, rate, govern, budget, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, provid, year 
 Topic 15: million, fund, depart, art, alloc 
 Topic 16: tax, peopl, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, famili 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, chang, equal, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: fund, care, support, children, programm 
 Topic 23: farmer, year, scheme, million, farm 
 Topic 24: emiss, govern, year, carbon, develop 
 Topic 25: budget, economi, year, minist, econom 
 Topic 26: million, road, transport, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, job, unemploy, peopl, year 
 Topic 29: budget, peopl, govern, year, increas 
 Topic 30: tax, govern, peopl, rate, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 36 (approx. per word bound = -6.342, relative change = 3.255e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 37 (approx. per word bound = -6.342, relative change = 3.291e-05) 
....................................................................................................................................................
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Completing Iteration 38 (approx. per word bound = -6.341, relative change = 3.222e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 39 (approx. per word bound = -6.341, relative change = 2.794e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 40 (approx. per word bound = -6.341, relative change = 2.790e-05) 
Topic 1: deputi, govern, labour, féin, sinn 
 Topic 2: deputi, year, govern, ireland, popul 
 Topic 3: deputi, opposit, govern, parti, peopl 
 Topic 4: deputi, peopl, spend, get, countri 
 Topic 5: govern, deputi, tax, year, increas 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, busi, invest 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, ireland, year, develop 
 Topic 11: govern, budget, peopl, tax, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, provid, year 
 Topic 15: million, fund, depart, art, alloc 
 Topic 16: peopl, tax, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, welfar 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, equal, chang, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: care, fund, support, children, programm 
 Topic 23: farmer, year, scheme, million, farm 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: economi, budget, year, minist, econom 
 Topic 26: million, road, transport, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, job, unemploy, peopl, year 
 Topic 29: budget, peopl, govern, year, increas 
 Topic 30: tax, govern, peopl, rate, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 41 (approx. per word bound = -6.341, relative change = 2.908e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 42 (approx. per word bound = -6.341, relative change = 2.894e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 43 (approx. per word bound = -6.340, relative change = 3.639e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 44 (approx. per word bound = -6.340, relative change = 3.137e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 45 (approx. per word bound = -6.340, relative change = 2.068e-05) 
Topic 1: deputi, govern, labour, féin, sinn 
 Topic 2: deputi, year, govern, ireland, popul 
 Topic 3: deputi, opposit, govern, parti, peopl 
 Topic 4: deputi, peopl, spend, countri, get 
 Topic 5: govern, deputi, tax, year, increas 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, busi, invest 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, ireland, year, develop 
 Topic 11: govern, budget, tax, peopl, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, provid, year 
 Topic 15: million, fund, depart, art, alloc 
 Topic 16: peopl, tax, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, welfar 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, equal, chang, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: care, fund, support, children, programm 
 Topic 23: farmer, year, scheme, million, farm 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: economi, budget, minist, year, econom 
 Topic 26: million, road, transport, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, job, unemploy, peopl, year 
 Topic 29: budget, peopl, govern, year, increas 
 Topic 30: tax, govern, peopl, rate, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 46 (approx. per word bound = -6.340, relative change = 1.607e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 47 (approx. per word bound = -6.340, relative change = 1.599e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 48 (approx. per word bound = -6.340, relative change = 1.582e-05) 
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Completing Iteration 49 (approx. per word bound = -6.340, relative change = 1.744e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 50 (approx. per word bound = -6.340, relative change = 1.853e-05) 
Topic 1: deputi, govern, labour, féin, sinn 
 Topic 2: deputi, year, govern, ireland, popul 
 Topic 3: deputi, opposit, govern, parti, peopl 
 Topic 4: deputi, peopl, spend, year, countri 
 Topic 5: govern, tax, deputi, year, increas 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, busi, invest 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, ireland, year, develop 
 Topic 11: govern, budget, tax, peopl, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, provid, year 
 Topic 15: million, fund, depart, art, alloc 
 Topic 16: peopl, tax, budget, one, year 
 Topic 17: water, local, govern, year, fund 
 Topic 18: increas, social, year, payment, welfar 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, equal, chang, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: care, fund, support, children, programm 
 Topic 23: farmer, year, scheme, million, farm 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: budget, economi, minist, year, econom 
 Topic 26: million, road, transport, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, job, unemploy, peopl, year 
 Topic 29: budget, peopl, govern, year, increas 
 Topic 30: tax, govern, peopl, rate, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 51 (approx. per word bound = -6.339, relative change = 2.211e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 52 (approx. per word bound = -6.339, relative change = 2.338e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 53 (approx. per word bound = -6.339, relative change = 1.368e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 54 (approx. per word bound = -6.339, relative change = 1.295e-05) 
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Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 55 (approx. per word bound = -6.339, relative change = 1.004e-05) 
Topic 1: deputi, govern, labour, féin, sinn 
 Topic 2: deputi, year, govern, ireland, popul 
 Topic 3: deputi, opposit, govern, parti, peopl 
 Topic 4: deputi, peopl, spend, money, year 
 Topic 5: govern, tax, deputi, year, increas 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: servic, peopl, health, older, year 
 Topic 8: ireland, develop, research, busi, invest 
 Topic 9: educ, school, increas, provid, million 
 Topic 10: sport, tourism, ireland, year, develop 
 Topic 11: govern, budget, tax, peopl, year 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, million, fund, provid, disabl 
 Topic 14: servic, garda, legal, provid, year 
 Topic 15: million, fund, depart, art, alloc 
 Topic 16: peopl, tax, budget, one, year 
 Topic 17: water, local, govern, year, author 
 Topic 18: increas, social, year, payment, welfar 
 Topic 19: servic, public, transport, year, peopl 
 Topic 20: year, need, equal, chang, system 
 Topic 21: increas, year, pension, social, budget 
 Topic 22: care, fund, support, children, programm 
 Topic 23: farmer, year, scheme, million, farm 
 Topic 24: emiss, govern, year, carbon, new 
 Topic 25: budget, economi, minist, year, econom 
 Topic 26: million, road, transport, fund, project 
 Topic 27: energi, develop, govern, area, budget 
 Topic 28: train, job, unemploy, peopl, year 
 Topic 29: budget, peopl, govern, year, increas 
 Topic 30: tax, govern, peopl, rate, year 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged 

> search.results <- as.data.frame(search$results)

> ggplot(search.results, aes(x=semcoh, y=exclus)) +
+     geom_point(size=5, shape =1, color = "green") +
+   geom_text(aes(label=K), size=2) +
+    geom_smooth(method="lm", se = FALSE, color = "red", size = .3) +
+   geom_vline(xintercept = mean(search.results$semcoh), size = .2, linetype="dashed") +
+     geom_hline(yintercept = mean(search.results$exclus), size = .2, linetype="dashed") +
+   theme_bw() +
+   ggtitle("Selecting optimal number of topics") + 
+   xlab("Semantic coherence") + ylab("Exclusivity")

> ggsave("./plots/appendix_figure5.6-topic_search.pdf")

> ## Topic model estimates
> topics18 <- stm(stm.dfm$documents, stm.dfm$vocab,  
+                 prevalence = ~ s(year) + ws_cab_rescaled, 
+                 data = stm.dfm$meta, 
+                 K = 18, init.type = "Spectral")
Beginning Spectral Initialization 
	 Calculating the gram matrix...
	 Finding anchor words...
 	..................
	 Recovering initialization...
 	..........................................
Initialization complete.
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.780) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.580, relative change = 2.956e-02) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Topic 1: tax, féin, sinn, deputi, parti 
 Topic 2: farmer, farm, scheme, million, year 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: increas, budget, deputi, econom, energi 
 Topic 5: deputi, year, govern, tax, money 
 Topic 6: hous, year, increas, provid, govern 
 Topic 7: peopl, increas, famili, care, support 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: sport, tourism, year, govern, ireland 
 Topic 10: educ, school, servic, provid, increas 
 Topic 11: govern, budget, year, job, tax 
 Topic 12: tax, rate, budget, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: million, fund, depart, reduct, year 
 Topic 15: local, water, govern, year, author 
 Topic 16: increas, year, social, pension, benefit 
 Topic 17: transport, million, emiss, public, project 
 Topic 18: year, need, chang, countri, budget 
....................................................................................................................................................
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Completing Iteration 10 (approx. per word bound = -6.496, relative change = 2.190e-04) 
Topic 1: tax, parti, deputi, féin, sinn 
 Topic 2: farmer, scheme, farm, year, million 
 Topic 3: peopl, govern, deputi, budget, opposit 
 Topic 4: budget, increas, energi, deputi, econom 
 Topic 5: deputi, year, govern, tax, peopl 
 Topic 6: hous, year, local, govern, provid 
 Topic 7: peopl, increas, famili, year, allow 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: sport, tourism, year, govern, ireland 
 Topic 10: educ, school, servic, provid, increas 
 Topic 11: govern, budget, year, tax, peopl 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: million, fund, depart, reduct, year 
 Topic 15: local, water, govern, year, author 
 Topic 16: increas, year, social, pension, benefit 
 Topic 17: transport, emiss, million, year, public 
 Topic 18: year, need, countri, chang, peopl 
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Completing Iteration 15 (approx. per word bound = -6.491, relative change = 9.987e-05) 
Topic 1: tax, deputi, parti, féin, sinn 
 Topic 2: farmer, scheme, farm, year, million 
 Topic 3: govern, peopl, deputi, budget, opposit 
 Topic 4: energi, budget, increas, deputi, minist 
 Topic 5: deputi, year, govern, tax, peopl 
 Topic 6: hous, year, local, provid, govern 
 Topic 7: increas, peopl, social, year, famili 
 Topic 8: ireland, develop, research, invest, budget 
 Topic 9: sport, tourism, year, govern, ireland 
 Topic 10: educ, school, servic, provid, year 
 Topic 11: govern, budget, year, peopl, tax 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: million, fund, depart, reduct, year 
 Topic 15: local, water, govern, year, author 
 Topic 16: increas, year, social, pension, budget 
 Topic 17: transport, emiss, million, year, public 
 Topic 18: year, countri, need, peopl, chang 
....................................................................................................................................................
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Completing Iteration 20 (approx. per word bound = -6.488, relative change = 8.758e-05) 
Topic 1: tax, deputi, parti, labour, budget 
 Topic 2: farmer, scheme, year, farm, million 
 Topic 3: govern, peopl, deputi, budget, fine 
 Topic 4: energi, budget, increas, deputi, minist 
 Topic 5: deputi, year, govern, tax, peopl 
 Topic 6: hous, year, local, govern, provid 
 Topic 7: increas, social, peopl, year, famili 
 Topic 8: ireland, develop, research, invest, economi 
 Topic 9: sport, tourism, year, ireland, govern 
 Topic 10: educ, school, servic, provid, year 
 Topic 11: govern, budget, year, peopl, tax 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: million, fund, depart, reduct, year 
 Topic 15: local, water, govern, year, author 
 Topic 16: increas, year, social, pension, budget 
 Topic 17: transport, emiss, million, year, project 
 Topic 18: year, countri, need, peopl, chang 
....................................................................................................................................................
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Completing Iteration 22 (approx. per word bound = -6.487, relative change = 7.811e-05) 
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Completing Iteration 25 (approx. per word bound = -6.486, relative change = 5.560e-05) 
Topic 1: tax, deputi, parti, labour, budget 
 Topic 2: farmer, scheme, year, farm, million 
 Topic 3: govern, peopl, deputi, budget, fine 
 Topic 4: energi, budget, deputi, increas, minist 
 Topic 5: year, deputi, govern, tax, peopl 
 Topic 6: hous, year, local, increas, govern 
 Topic 7: increas, social, year, peopl, payment 
 Topic 8: ireland, develop, research, invest, enterpris 
 Topic 9: sport, tourism, year, ireland, million 
 Topic 10: educ, school, servic, provid, year 
 Topic 11: govern, budget, peopl, year, tax 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: million, fund, depart, reduct, year 
 Topic 15: local, water, govern, year, author 
 Topic 16: increas, year, social, pension, budget 
 Topic 17: transport, emiss, million, year, project 
 Topic 18: year, countri, peopl, need, difficult 
....................................................................................................................................................
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Completing Iteration 26 (approx. per word bound = -6.486, relative change = 4.671e-05) 
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Completing Iteration 29 (approx. per word bound = -6.485, relative change = 3.386e-05) 
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Completing Iteration 30 (approx. per word bound = -6.485, relative change = 3.252e-05) 
Topic 1: tax, deputi, parti, labour, budget 
 Topic 2: farmer, scheme, year, farm, million 
 Topic 3: govern, peopl, deputi, budget, fine 
 Topic 4: energi, budget, deputi, increas, minist 
 Topic 5: year, deputi, govern, peopl, tax 
 Topic 6: hous, year, local, increas, govern 
 Topic 7: increas, social, year, peopl, payment 
 Topic 8: ireland, develop, research, invest, enterpris 
 Topic 9: sport, tourism, year, ireland, million 
 Topic 10: educ, school, servic, provid, year 
 Topic 11: govern, budget, peopl, year, tax 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: million, fund, depart, reduct, year 
 Topic 15: local, water, govern, year, author 
 Topic 16: increas, year, social, pension, budget 
 Topic 17: transport, emiss, million, year, project 
 Topic 18: year, countri, peopl, need, difficult 
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Completing Iteration 31 (approx. per word bound = -6.485, relative change = 2.926e-05) 
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Completing Iteration 32 (approx. per word bound = -6.484, relative change = 2.790e-05) 
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Completing Iteration 33 (approx. per word bound = -6.484, relative change = 2.453e-05) 
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Completing Iteration 34 (approx. per word bound = -6.484, relative change = 2.214e-05) 
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Completing Iteration 35 (approx. per word bound = -6.484, relative change = 2.268e-05) 
Topic 1: tax, deputi, parti, labour, budget 
 Topic 2: farmer, scheme, year, farm, million 
 Topic 3: govern, peopl, deputi, budget, fine 
 Topic 4: energi, budget, deputi, increas, minist 
 Topic 5: year, deputi, govern, peopl, tax 
 Topic 6: hous, year, local, increas, govern 
 Topic 7: increas, social, year, payment, peopl 
 Topic 8: ireland, develop, research, invest, enterpris 
 Topic 9: sport, tourism, year, ireland, million 
 Topic 10: educ, school, servic, provid, year 
 Topic 11: govern, budget, peopl, year, tax 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: million, fund, depart, reduct, year 
 Topic 15: local, water, govern, year, author 
 Topic 16: increas, year, social, pension, budget 
 Topic 17: transport, emiss, million, year, project 
 Topic 18: year, countri, peopl, need, difficult 
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Completing Iteration 36 (approx. per word bound = -6.484, relative change = 2.320e-05) 
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Completing Iteration 37 (approx. per word bound = -6.484, relative change = 2.097e-05) 
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Completing Iteration 38 (approx. per word bound = -6.483, relative change = 2.086e-05) 
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Completing Iteration 40 (approx. per word bound = -6.483, relative change = 2.200e-05) 
Topic 1: tax, deputi, parti, budget, labour 
 Topic 2: farmer, scheme, year, farm, million 
 Topic 3: govern, peopl, budget, deputi, fine 
 Topic 4: energi, budget, deputi, increas, minist 
 Topic 5: year, deputi, govern, peopl, tax 
 Topic 6: hous, year, local, increas, govern 
 Topic 7: increas, social, year, payment, famili 
 Topic 8: ireland, develop, research, invest, enterpris 
 Topic 9: sport, tourism, year, ireland, million 
 Topic 10: educ, school, servic, provid, year 
 Topic 11: govern, budget, peopl, year, tax 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: million, fund, depart, reduct, year 
 Topic 15: local, water, govern, year, author 
 Topic 16: increas, year, social, pension, budget 
 Topic 17: transport, emiss, million, year, project 
 Topic 18: year, countri, peopl, need, difficult 
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Completing Iteration 41 (approx. per word bound = -6.483, relative change = 2.088e-05) 
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Completing Iteration 42 (approx. per word bound = -6.483, relative change = 2.195e-05) 
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Completing Iteration 44 (approx. per word bound = -6.483, relative change = 1.981e-05) 
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Completing Iteration 45 (approx. per word bound = -6.483, relative change = 1.707e-05) 
Topic 1: tax, deputi, parti, budget, polici 
 Topic 2: farmer, scheme, year, farm, million 
 Topic 3: govern, peopl, budget, deputi, fine 
 Topic 4: energi, deputi, budget, increas, minist 
 Topic 5: year, deputi, govern, peopl, tax 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: increas, social, year, payment, famili 
 Topic 8: ireland, develop, research, invest, enterpris 
 Topic 9: sport, tourism, year, million, ireland 
 Topic 10: educ, school, servic, provid, year 
 Topic 11: govern, budget, peopl, year, tax 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: million, fund, depart, reduct, year 
 Topic 15: local, water, govern, year, author 
 Topic 16: increas, year, social, pension, budget 
 Topic 17: transport, emiss, million, year, project 
 Topic 18: year, countri, peopl, need, chang 
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Completing Iteration 46 (approx. per word bound = -6.482, relative change = 1.637e-05) 
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Completing Iteration 47 (approx. per word bound = -6.482, relative change = 1.667e-05) 
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Completing Iteration 48 (approx. per word bound = -6.482, relative change = 1.248e-05) 
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Completing Iteration 49 (approx. per word bound = -6.482, relative change = 1.106e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 50 (approx. per word bound = -6.482, relative change = 1.000e-05) 
Topic 1: tax, deputi, parti, budget, polici 
 Topic 2: farmer, scheme, year, farm, million 
 Topic 3: govern, peopl, budget, deputi, fine 
 Topic 4: energi, deputi, budget, increas, minist 
 Topic 5: year, deputi, govern, peopl, tax 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: increas, social, year, payment, famili 
 Topic 8: ireland, develop, research, invest, enterpris 
 Topic 9: sport, tourism, year, million, ireland 
 Topic 10: educ, school, servic, provid, million 
 Topic 11: govern, budget, peopl, year, tax 
 Topic 12: tax, budget, rate, govern, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: million, fund, depart, reduct, year 
 Topic 15: local, water, govern, year, author 
 Topic 16: increas, year, social, pension, budget 
 Topic 17: transport, emiss, million, year, project 
 Topic 18: year, countri, peopl, need, chang 
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Completing Iteration 51 (approx. per word bound = -6.482, relative change = 1.075e-05) 
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Completing Iteration 52 (approx. per word bound = -6.482, relative change = 1.278e-05) 
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Completing Iteration 53 (approx. per word bound = -6.482, relative change = 1.505e-05) 
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Completing Iteration 54 (approx. per word bound = -6.482, relative change = 1.554e-05) 
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Completing Iteration 55 (approx. per word bound = -6.482, relative change = 1.664e-05) 
Topic 1: tax, deputi, parti, budget, polici 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: govern, peopl, budget, deputi, fine 
 Topic 4: energi, deputi, budget, minist, increas 
 Topic 5: year, deputi, peopl, govern, tax 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: increas, social, year, payment, famili 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: sport, tourism, year, million, ireland 
 Topic 10: educ, school, servic, provid, million 
 Topic 11: govern, budget, peopl, year, tax 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: million, fund, depart, reduct, year 
 Topic 15: local, water, govern, year, author 
 Topic 16: increas, year, social, pension, budget 
 Topic 17: transport, emiss, million, year, project 
 Topic 18: year, countri, peopl, need, chang 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 56 (approx. per word bound = -6.481, relative change = 2.203e-05) 
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Completing Iteration 59 (approx. per word bound = -6.481, relative change = 1.556e-05) 
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Completed E-Step (0 seconds). 
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Completing Iteration 60 (approx. per word bound = -6.481, relative change = 1.388e-05) 
Topic 1: tax, deputi, parti, budget, polici 
 Topic 2: farmer, year, scheme, farm, million 
 Topic 3: govern, peopl, budget, deputi, fine 
 Topic 4: energi, deputi, budget, minist, increas 
 Topic 5: year, deputi, peopl, govern, money 
 Topic 6: hous, year, local, increas, provid 
 Topic 7: increas, social, year, payment, famili 
 Topic 8: ireland, develop, research, invest, busi 
 Topic 9: sport, tourism, year, million, ireland 
 Topic 10: educ, school, servic, provid, million 
 Topic 11: govern, budget, peopl, year, tax 
 Topic 12: tax, budget, govern, rate, year 
 Topic 13: servic, fund, million, provid, support 
 Topic 14: million, fund, depart, reduct, year 
 Topic 15: local, water, govern, year, author 
 Topic 16: increas, year, social, pension, budget 
 Topic 17: transport, emiss, million, year, project 
 Topic 18: year, countri, peopl, need, chang 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Completing Iteration 61 (approx. per word bound = -6.481, relative change = 1.139e-05) 
....................................................................................................................................................
Completed E-Step (0 seconds). 
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Model Converged 

> pdf("./plots/appendix_figure5.7-18topic_frex_words.pdf", width = 10, height = 7)

> plot(topics18,type="summary", xlim = c(0, .4), n = 15, text.cex = .6, 
+      labeltype = "frex", main = "Top 15 most important words (by FREX)")

> dev.off()
RStudioGD 
        2 

> #structural relationship in STM
> con.eff <- estimateEffect( c(3) ~  s(year) + ws_cab_rescaled, 
+                           topics18, meta = stm.dfm$meta, 
+                           uncertainty = "Global")

> pdf("./plots/appendix_figure5.8-18topic_topic3_wordscore_effect.pdf", width = 10, height = 7)

> plot(con.eff, covariate = "ws_cab_rescaled", 
+      model = topics18, method = "continuous",  
+      main = "Effect of Wordscore position", 
+      xlab = "Estimated Position")

> abline(h=0,lty=1,lwd=.5,col="black")  

> dev.off()
RStudioGD 
        2 

> con.eff <- estimateEffect( c(7) ~  s(year) + ws_cab_rescaled, 
+                           topics18, meta = stm.dfm$meta, 
+                           uncertainty = "Global")

> pdf("./plots/appendix_figure5.8-18topic_topic7_wordscore_effect.pdf", width = 10, height = 7)

> plot(con.eff, covariate = "ws_cab_rescaled", 
+      model = topics18, method = "continuous",  
+      main = "Effect of Wordscore position", 
+      xlab = "Estimated Position")

> abline(h=0,lty=1,lwd=.5,col="black")  

> dev.off()
RStudioGD 
        2 

> con.eff <- estimateEffect( c(6) ~  s(year) + ws_cab_rescaled, 
+                           topics18, meta = stm.dfm$meta, 
+                           uncertainty = "Global")

> pdf("./plots/appendix_figure5.8-18topic_topic6_wordscore_effect.pdf", width = 10, height = 7)

> plot(con.eff, covariate = "ws_cab_rescaled", 
+      model = topics18, method = "continuous",  
+      main = "Effect of Wordscore position", 
+      xlab = "Estimated Position")

> abline(h=0,lty=1,lwd=.5,col="black")  

> dev.off()
RStudioGD 
        2 

> con.eff <- estimateEffect( c(9) ~  s(year) + ws_cab_rescaled, 
+                           topics18, meta = stm.dfm$meta, 
+                           uncertainty = "Global")

> pdf("./plots/appendix_figure5.8-18topic_topic9_wordscore_effect.pdf", width = 10, height = 7)

> plot(con.eff, covariate = "ws_cab_rescaled", 
+      model = topics18, method = "continuous",  
+      main = "Effect of Wordscore position", 
+      xlab = "Estimated Position")

> abline(h=0,lty=1,lwd=.5,col="black")  

> dev.off()
RStudioGD 
        2 

> con.eff <- estimateEffect( c(5) ~  s(year) + ws_cab_rescaled, 
+                           topics18, meta = stm.dfm$meta, 
+                           uncertainty = "Global")

> pdf("./plots/appendix_figure5.8-18topic_topic5_wordscore_effect.pdf", width = 10, height = 7)

> plot(con.eff, covariate = "ws_cab_rescaled", 
+      model = topics18, method = "continuous",  
+      main = "Effect of Wordscore position", 
+      xlab = "Estimated Position")

> abline(h=0,lty=1,lwd=.5,col="black")  

> dev.off()
RStudioGD 
        2 

> con.eff <- estimateEffect( c(12) ~  s(year) + ws_cab_rescaled, 
+                           topics18, meta = stm.dfm$meta, 
+                           uncertainty = "Global")

> pdf("./plots/appendix_figure5.8-18topic_topic12_wordscore_effect.pdf", width = 10, height = 7)

> plot(con.eff, covariate = "ws_cab_rescaled", 
+      model = topics18, method = "continuous",  
+      main = "Effect of Wordscore position", 
+      xlab = "Estimated Position")

> abline(h=0,lty=1,lwd=.5,col="black")  

> dev.off()
RStudioGD 
        2 

> con.eff <- estimateEffect( c(4) ~  s(year) + ws_cab_rescaled, 
+                           topics18, meta = stm.dfm$meta, 
+                           uncertainty = "Global")

> pdf("./plots/appendix_figure5.8-18topic_topic4_wordscore_effect.pdf", width = 10, height = 7)

> plot(con.eff, covariate = "ws_cab_rescaled", 
+      model = topics18, method = "continuous",  
+      main = "Effect of Wordscore position", 
+      xlab = "Estimated Position")

> abline(h=0,lty=1,lwd=.5,col="black")  

> dev.off()
RStudioGD 
        2 

> documents <- tidy(topics18, matrix = "gamma", document_names = stm.dfm$meta$portfolio)

> sums <- documents %>%
+ group_by(document, topic) %>%
+ summarise(Topic_Proportion = sum(gamma)) %>% arrange(topic, Topic_Proportion) 

> ggplot(sums, aes(x = reorder(document, Topic_Proportion), 
+                  y = Topic_Proportion, fill = factor(topic))) +
+     geom_col(show.legend = FALSE) +
+     facet_wrap(~ topic, scales = "free") +
+     coord_flip() + labs(x="", y="")

> ggsave("./plots/appendix_figure5.9-18topic_topic_proportions.pdf", width = 12, height = 10)

> sink()
